Browse the State-of-the-Art in Machine Learning

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class="row"> <div class="col-lg-12 text-center"> <div class="subtitle text-muted"> <div style="padding-top: 10px;font-size:13px;"> </div> </div> </div> </div> </div> <div class="infinite-container featured-task"> <div class="row task-group-title"> <div class="col-md-12"> <h4 style="padding-bottom:25px;"> <a href="/area/computer-vision">Computer Vision</a> </h4> </div> </div> <div class="card-deck card-break infinite-item" style="margin-bottom:0"> <div class="card" style="min-height:120px"> <a href="/task/semantic-segmentation"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/2f4247b0-a6a2-419c-9458-6ad8625ea52c.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Semantic Segmentation</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  350 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 6426 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/object-detection"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/f1b3ed77-b2a3-4c20-9e28-af36e31601d2.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Object Detection</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  403 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 4539 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/image-classification"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/0aa45ecb-2bb1-4c8d-bd0c-16b4d9de739d.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Image Classification</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  500 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 4521 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/representation-learning"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/task-0000000228-40138330.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Representation Learning</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  16 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 4504 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/contrastive-learning"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/52a08002-04d0-4679-8154-fcd2ad546613.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Contrastive Learning</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  4 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 2943 papers with code </div> </div> </a> </div> </div> <div class="sota-all-tasks"> <a href="/area/computer-vision"><span class=" icon-wrapper icon-fa icon-fa-solid" data-name="caret-right"><svg viewBox="0 0 192 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M0 386.66V129.336c0-17.818 21.543-26.74 34.142-14.141l128.662 128.662c7.81 7.81 7.81 20.473 0 28.283L34.142 400.802C21.543 413.402 0 404.479 0 386.66z"/></svg></span> See all 1957 tasks</a> </div> <div class="row task-group-title"> <div class="col-md-12"> <h4 style="padding-bottom:25px;"> <a href="/area/natural-language-processing">Natural Language Processing</a> </h4> </div> </div> <div class="card-deck card-break infinite-item" style="margin-bottom:0"> <div class="card" style="min-height:120px"> <a href="/task/language-modelling"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/6c87414b-d902-41df-ae32-3333e5e33c35.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Language Modelling</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  69 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 6603 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/language-modeling"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/tasks/default.gif" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Language Modeling</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> </div> <div class="text-muted" style="padding-top:8px"> 5218 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/decoder"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/tasks/default.gif" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Decoder</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  1 benchmark <br/> </div> <div class="text-muted" style="padding-top:8px"> 4225 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/reinforcement-learning"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/tasks/default.gif" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Reinforcement Learning</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  1 benchmark <br/> </div> <div class="text-muted" style="padding-top:8px"> 4018 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/question-answering"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/23363b0f-e2b7-4f33-8906-2ffd6ff39d5b.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Question Answering</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  257 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 3889 papers with code </div> </div> </a> </div> </div> <div class="sota-all-tasks"> <a href="/area/natural-language-processing"><span class=" icon-wrapper icon-fa icon-fa-solid" data-name="caret-right"><svg viewBox="0 0 192 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M0 386.66V129.336c0-17.818 21.543-26.74 34.142-14.141l128.662 128.662c7.81 7.81 7.81 20.473 0 28.283L34.142 400.802C21.543 413.402 0 404.479 0 386.66z"/></svg></span> See all 848 tasks</a> </div> <div class="row task-group-title"> <div class="col-md-12"> <h4 style="padding-bottom:25px;"> <a href="/area/medical">Medical</a> </h4> </div> </div> <div class="card-deck card-break infinite-item" style="margin-bottom:0"> <div class="card" style="min-height:120px"> <a href="/task/medical-image-segmentation"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/task-0000000876-6fe8e464.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Medical Image Segmentation</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  144 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 1028 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/eeg-1"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/65d78279-f080-4f76-a009-cb3eeec5aeae.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>EEG</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> </div> <div class="text-muted" style="padding-top:8px"> 548 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/drug-discovery"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/task-0000000282-54d41e7e.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Drug Discovery</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  32 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 528 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/medical-image-analysis"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/d2cad98a-4444-4389-8222-2a9fd73b3ccb.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Medical Image Analysis</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  1 benchmark <br/> </div> <div class="text-muted" style="padding-top:8px"> 507 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/text-to-image-generation"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/6c0fe595-4083-4e3e-a435-a6b15e6ca47d.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Text-to-Image Generation</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  18 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 480 papers with code </div> </div> </a> </div> </div> <div class="sota-all-tasks"> <a href="/area/medical"><span class=" icon-wrapper icon-fa icon-fa-solid" data-name="caret-right"><svg viewBox="0 0 192 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M0 386.66V129.336c0-17.818 21.543-26.74 34.142-14.141l128.662 128.662c7.81 7.81 7.81 20.473 0 28.283L34.142 400.802C21.543 413.402 0 404.479 0 386.66z"/></svg></span> See all 333 tasks</a> </div> <div class="row task-group-title"> <div class="col-md-12"> <h4 style="padding-bottom:25px;"> <a href="/area/miscellaneous">Miscellaneous</a> </h4> </div> </div> <div class="card-deck card-break infinite-item" style="margin-bottom:0"> <div class="card" style="min-height:120px"> <a href="/task/language-modelling"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/6c87414b-d902-41df-ae32-3333e5e33c35.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Language Modelling</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  69 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 6603 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/transfer-learning"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/47e22dfe-5900-43de-9bd8-38429525d8aa.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Transfer Learning</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  21 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 3378 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/diversity"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/tasks/default.gif" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Diversity</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> </div> <div class="text-muted" style="padding-top:8px"> 3025 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/machine-learning"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/tasks/default.gif" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>BIG-bench Machine Learning</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  2 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 2355 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/benchmarking"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/tasks/be9909ca-194a-4384-934e-10ffaac9c349.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Benchmarking</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  2 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 2338 papers with code </div> </div> </a> </div> </div> <div class="sota-all-tasks"> <a href="/area/miscellaneous"><span class=" icon-wrapper icon-fa icon-fa-solid" data-name="caret-right"><svg viewBox="0 0 192 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M0 386.66V129.336c0-17.818 21.543-26.74 34.142-14.141l128.662 128.662c7.81 7.81 7.81 20.473 0 28.283L34.142 400.802C21.543 413.402 0 404.479 0 386.66z"/></svg></span> See all 297 tasks</a> </div> <div class="row task-group-title"> <div class="col-md-12"> <h4 style="padding-bottom:25px;"> <a href="/area/methodology">Methodology</a> </h4> </div> </div> <div class="card-deck card-break infinite-item" style="margin-bottom:0"> <div class="card" style="min-height:120px"> <a href="/task/retrieval"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/cf8d576e-2c2f-4b11-a767-7198a8e458df.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Retrieval</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  25 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 4954 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/object-detection"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/f1b3ed77-b2a3-4c20-9e28-af36e31601d2.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Object Detection</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  403 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 4539 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/representation-learning"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/task-0000000228-40138330.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Representation Learning</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  16 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 4504 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/reinforcement-learning-1"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/tasks/default.gif" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Reinforcement Learning (RL)</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  6 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 4486 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/classification"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/015677d5-131c-4f99-8656-edfc21662f79.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>General Classification</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  11 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 3943 papers with code </div> </div> </a> </div> </div> <div class="sota-all-tasks"> <a href="/area/methodology"><span class=" icon-wrapper icon-fa icon-fa-solid" data-name="caret-right"><svg viewBox="0 0 192 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M0 386.66V129.336c0-17.818 21.543-26.74 34.142-14.141l128.662 128.662c7.81 7.81 7.81 20.473 0 28.283L34.142 400.802C21.543 413.402 0 404.479 0 386.66z"/></svg></span> See all 251 tasks</a> </div> <div class="row task-group-title"> <div class="col-md-12"> <h4 style="padding-bottom:25px;"> <a href="/area/time-series">Time Series</a> </h4> </div> </div> <div class="card-deck card-break infinite-item" style="margin-bottom:0"> <div class="card" style="min-height:120px"> <a href="/task/decoder"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/tasks/default.gif" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Decoder</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  1 benchmark <br/> </div> <div class="text-muted" style="padding-top:8px"> 4225 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/prediction"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/tasks/default.gif" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Prediction</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  2 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 2713 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/time-series"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/task-0000000183-8e6fa8a4.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Time Series Analysis</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  154 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 1987 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/pose-estimation"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/9affd2a5-9c13-4211-a887-f212e85bfd62.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Pose Estimation</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  216 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 1608 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/computational-efficiency"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/tasks/default.gif" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Computational Efficiency</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  1 benchmark <br/> </div> <div class="text-muted" style="padding-top:8px"> 1461 papers with code </div> </div> </a> </div> </div> <div class="sota-all-tasks"> <a href="/area/time-series"><span class=" icon-wrapper icon-fa icon-fa-solid" data-name="caret-right"><svg viewBox="0 0 192 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M0 386.66V129.336c0-17.818 21.543-26.74 34.142-14.141l128.662 128.662c7.81 7.81 7.81 20.473 0 28.283L34.142 400.802C21.543 413.402 0 404.479 0 386.66z"/></svg></span> See all 139 tasks</a> </div> <div class="row task-group-title"> <div class="col-md-12"> <h4 style="padding-bottom:25px;"> <a href="/area/graphs">Graphs</a> </h4> </div> </div> <div class="card-deck card-break infinite-item" style="margin-bottom:0"> <div class="card" style="min-height:120px"> <a href="/task/denoising"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/9772666b-6f6f-42fb-961b-54ed39504da6.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Denoising</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  155 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 2637 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/graph-neural-network"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/tasks/default.gif" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Graph Neural Network</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  1 benchmark <br/> </div> <div class="text-muted" style="padding-top:8px"> 1469 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/node-classification"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/task-0000000407-8895dd44.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Node Classification</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  152 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 948 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/link-prediction"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/task-0000000031-0b4d3941.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Link Prediction</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  94 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 942 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/image-super-resolution"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/8d52d654-f365-4eb9-b8be-fa9f50723db2.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Image Super-Resolution</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  84 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 756 papers with code </div> </div> </a> </div> </div> <div class="sota-all-tasks"> <a href="/area/graphs"><span class=" icon-wrapper icon-fa icon-fa-solid" data-name="caret-right"><svg viewBox="0 0 192 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M0 386.66V129.336c0-17.818 21.543-26.74 34.142-14.141l128.662 128.662c7.81 7.81 7.81 20.473 0 28.283L34.142 400.802C21.543 413.402 0 404.479 0 386.66z"/></svg></span> See all 123 tasks</a> </div> <div class="row task-group-title"> <div class="col-md-12"> <h4 style="padding-bottom:25px;"> <a href="/area/audio">Audio</a> </h4> </div> </div> <div class="card-deck card-break infinite-item" style="margin-bottom:0"> <div class="card" style="min-height:120px"> <a href="/task/speech-synthesis"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/task-0000000247-0b3231e9.gif" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Speech Synthesis</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  18 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 349 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/audio-classification"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/thumbnails/task/d0eafcb3-1a12-430b-8bb5-6f6bbff1a4b3.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Audio Classification</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  29 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 178 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/music-generation"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/tasks/default.gif" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Music Generation</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  1 benchmark <br/> </div> <div class="text-muted" style="padding-top:8px"> 174 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/voice-conversion"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/tasks/default.gif" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Voice Conversion</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  3 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 168 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/language-identification"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://img.shields.io/twitter/follow/udibr.svg?style=social" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Language Identification</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  7 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 139 papers with code </div> </div> </a> </div> </div> <div class="sota-all-tasks"> <a href="/area/audio"><span class=" icon-wrapper icon-fa icon-fa-solid" data-name="caret-right"><svg viewBox="0 0 192 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M0 386.66V129.336c0-17.818 21.543-26.74 34.142-14.141l128.662 128.662c7.81 7.81 7.81 20.473 0 28.283L34.142 400.802C21.543 413.402 0 404.479 0 386.66z"/></svg></span> See all 103 tasks</a> </div> <div class="row task-group-title"> <div class="col-md-12"> <h4 style="padding-bottom:25px;"> <a href="/area/speech">Speech</a> </h4> </div> </div> <div class="card-deck card-break infinite-item" style="margin-bottom:0"> <div class="card" style="min-height:120px"> <a href="/task/speech-recognition"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/task-0000000646-5b0ec995.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Speech Recognition</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  172 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 1324 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/style-transfer"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/07b309ce-5654-45f8-a3db-b1c2a78742b5.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Style Transfer</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  4 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 743 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/automatic-speech-recognition"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/thumbnails/task/task-0000000646-bb6f0daf.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Automatic Speech Recognition (ASR)</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  14 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 596 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/speech-synthesis"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/task-0000000247-0b3231e9.gif" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Speech Synthesis</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  18 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 349 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/speech-enhancement"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/555c0529-901d-449f-82d1-cacdcd003cd1.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Speech Enhancement</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  26 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 271 papers with code </div> </div> </a> </div> </div> <div class="sota-all-tasks"> <a href="/area/speech"><span class=" icon-wrapper icon-fa icon-fa-solid" data-name="caret-right"><svg viewBox="0 0 192 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M0 386.66V129.336c0-17.818 21.543-26.74 34.142-14.141l128.662 128.662c7.81 7.81 7.81 20.473 0 28.283L34.142 400.802C21.543 413.402 0 404.479 0 386.66z"/></svg></span> See all 100 tasks</a> </div> <div class="row task-group-title"> <div class="col-md-12"> <h4 style="padding-bottom:25px;"> <a href="/area/reasoning">Reasoning</a> </h4> </div> </div> <div class="card-deck card-break infinite-item" style="margin-bottom:0"> <div class="card" style="min-height:120px"> <a href="/task/decision-making"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://raw.githubusercontent.com/deepmind/graph_nets/master/images/graph-network.png" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Decision Making</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  1 benchmark <br/> </div> <div class="text-muted" style="padding-top:8px"> 2802 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/style-transfer"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/07b309ce-5654-45f8-a3db-b1c2a78742b5.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Style Transfer</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  4 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 743 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/navigate"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/tasks/default.gif" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Navigate</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> </div> <div class="text-muted" style="padding-top:8px"> 603 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/common-sense-reasoning"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/task-0000000252-55b054fb.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Common Sense Reasoning</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  37 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 314 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/visual-reasoning"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/task-0000000242-3efd20a2.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Visual Reasoning</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  19 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 298 papers with code </div> </div> </a> </div> </div> <div class="sota-all-tasks"> <a href="/area/reasoning"><span class=" icon-wrapper icon-fa icon-fa-solid" data-name="caret-right"><svg viewBox="0 0 192 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M0 386.66V129.336c0-17.818 21.543-26.74 34.142-14.141l128.662 128.662c7.81 7.81 7.81 20.473 0 28.283L34.142 400.802C21.543 413.402 0 404.479 0 386.66z"/></svg></span> See all 87 tasks</a> </div> <div class="row task-group-title"> <div class="col-md-12"> <h4 style="padding-bottom:25px;"> <a href="/area/computer-code">Computer Code</a> </h4> </div> </div> <div class="card-deck card-break infinite-item" style="margin-bottom:0"> <div class="card" style="min-height:120px"> <a href="/task/semantic-segmentation"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/2f4247b0-a6a2-419c-9458-6ad8625ea52c.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Semantic Segmentation</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  350 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 6426 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/reinforcement-learning-1"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/tasks/default.gif" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Reinforcement Learning (RL)</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  6 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 4486 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/deep-learning"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/tasks/default.gif" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Deep Learning</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> </div> <div class="text-muted" style="padding-top:8px"> 2620 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/code-generation"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/a95fa0a0-cf6d-4ff1-a35f-526d1bdc2494.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Code Generation</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  37 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 616 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/nmt"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/tasks/default.gif" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>NMT</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> </div> <div class="text-muted" style="padding-top:8px"> 520 papers with code </div> </div> </a> </div> </div> <div class="sota-all-tasks"> <a href="/area/computer-code"><span class=" icon-wrapper icon-fa icon-fa-solid" data-name="caret-right"><svg viewBox="0 0 192 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M0 386.66V129.336c0-17.818 21.543-26.74 34.142-14.141l128.662 128.662c7.81 7.81 7.81 20.473 0 28.283L34.142 400.802C21.543 413.402 0 404.479 0 386.66z"/></svg></span> See all 82 tasks</a> </div> <div class="row task-group-title"> <div class="col-md-12"> <h4 style="padding-bottom:25px;"> <a href="/area/robots">Robots</a> </h4> </div> </div> <div class="card-deck card-break infinite-item" style="margin-bottom:0"> <div class="card" style="min-height:120px"> <a href="/task/semantic-segmentation"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/2f4247b0-a6a2-419c-9458-6ad8625ea52c.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Semantic Segmentation</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  350 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 6426 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/benchmarking"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/tasks/be9909ca-194a-4384-934e-10ffaac9c349.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Benchmarking</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  2 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 2338 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/motion-planning"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/task-0000001126-303233df.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Motion Planning</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  1 benchmark <br/> </div> <div class="text-muted" style="padding-top:8px"> 239 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/deepfake-detection"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/a583696e-efa7-48e8-90ae-a41ad51a55cc.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>DeepFake Detection</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  12 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 217 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/robot-navigation"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/task-0000000547-5ff26267.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Robot Navigation</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  5 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 157 papers with code </div> </div> </a> </div> </div> <div class="sota-all-tasks"> <a href="/area/robots"><span class=" icon-wrapper icon-fa icon-fa-solid" data-name="caret-right"><svg viewBox="0 0 192 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M0 386.66V129.336c0-17.818 21.543-26.74 34.142-14.141l128.662 128.662c7.81 7.81 7.81 20.473 0 28.283L34.142 400.802C21.543 413.402 0 404.479 0 386.66z"/></svg></span> See all 72 tasks</a> </div> <div class="row task-group-title"> <div class="col-md-12"> <h4 style="padding-bottom:25px;"> <a href="/area/adversarial">Adversarial</a> </h4> </div> </div> <div class="card-deck card-break infinite-item" style="margin-bottom:0"> <div class="card" style="min-height:120px"> <a href="/task/object"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/tasks/default.gif" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Object</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> </div> <div class="text-muted" style="padding-top:8px"> 3892 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/adversarial-robustness"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/tasks/default.gif" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Adversarial Robustness</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  7 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 755 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/adversarial-attack"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/task-0000000358-ba21f5af.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Adversarial Attack</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  3 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 709 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/open-domain-question-answering"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/68af09f7-27ef-4aad-b4c1-f74cf48f5547.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Open-Domain Question Answering</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  15 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 232 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/adversarial-defense"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/task-0000000359-77d2d7a5.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Adversarial Defense</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  12 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 207 papers with code </div> </div> </a> </div> </div> <div class="sota-all-tasks"> <a href="/area/adversarial"><span class=" icon-wrapper icon-fa icon-fa-solid" data-name="caret-right"><svg viewBox="0 0 192 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M0 386.66V129.336c0-17.818 21.543-26.74 34.142-14.141l128.662 128.662c7.81 7.81 7.81 20.473 0 28.283L34.142 400.802C21.543 413.402 0 404.479 0 386.66z"/></svg></span> See all 70 tasks</a> </div> <div class="row task-group-title"> <div class="col-md-12"> <h4 style="padding-bottom:25px;"> <a href="/area/knowledge-base">Knowledge Base</a> </h4> </div> </div> <div class="card-deck card-break infinite-item" style="margin-bottom:0"> <div class="card" style="min-height:120px"> <a href="/task/knowledge-graphs"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://raw.githubusercontent.com/tkipf/gae/master/figure.png" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Knowledge Graphs</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  61 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 1215 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/causal-inference"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/task-0000000835-1e8acc3c.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Causal Inference</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  3 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 548 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/text-to-image-generation"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/6c0fe595-4083-4e3e-a435-a6b15e6ca47d.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Text-to-Image Generation</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  18 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 480 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/xai"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/tasks/default.gif" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Explainable Artificial Intelligence (XAI)</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  1 benchmark <br/> </div> <div class="text-muted" style="padding-top:8px"> 282 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/causal-discovery"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/task-0000001331-4aa12c4f.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Causal Discovery</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> </div> <div class="text-muted" style="padding-top:8px"> 281 papers with code </div> </div> </a> </div> </div> <div class="sota-all-tasks"> <a href="/area/knowledge-base"><span class=" icon-wrapper icon-fa icon-fa-solid" data-name="caret-right"><svg viewBox="0 0 192 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M0 386.66V129.336c0-17.818 21.543-26.74 34.142-14.141l128.662 128.662c7.81 7.81 7.81 20.473 0 28.283L34.142 400.802C21.543 413.402 0 404.479 0 386.66z"/></svg></span> See all 68 tasks</a> </div> <div class="row task-group-title"> <div class="col-md-12"> <h4 style="padding-bottom:25px;"> <a href="/area/playing-games">Playing Games</a> </h4> </div> </div> <div class="card-deck card-break infinite-item" style="margin-bottom:0"> <div class="card" style="min-height:120px"> <a href="/task/sentence"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/tasks/default.gif" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Sentence</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> </div> <div class="text-muted" style="padding-top:8px"> 3757 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/image-super-resolution"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/8d52d654-f365-4eb9-b8be-fa9f50723db2.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Image Super-Resolution</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  84 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 756 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/continuous-control"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/task-0000000516-081b94a0.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Continuous Control</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  76 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 483 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/atari-games"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/task-0000000900-436bd9c4.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Atari Games</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  65 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 305 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/offline-rl"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/tasks/default.gif" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Offline RL</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  2 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 293 papers with code </div> </div> </a> </div> </div> <div class="sota-all-tasks"> <a href="/area/playing-games"><span class=" icon-wrapper icon-fa icon-fa-solid" data-name="caret-right"><svg viewBox="0 0 192 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M0 386.66V129.336c0-17.818 21.543-26.74 34.142-14.141l128.662 128.662c7.81 7.81 7.81 20.473 0 28.283L34.142 400.802C21.543 413.402 0 404.479 0 386.66z"/></svg></span> See all 67 tasks</a> </div> <div class="row task-group-title"> <div class="col-md-12"> <h4 style="padding-bottom:25px;"> <a href="/area/music">Music</a> </h4> </div> </div> <div class="card-deck card-break infinite-item" style="margin-bottom:0"> <div class="card" style="min-height:120px"> <a href="/task/face-swapping"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/d2bb4e46-c886-4356-be78-5ad095adfe83.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Face Swapping</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  4 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 311 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/deepfake-detection"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/a583696e-efa7-48e8-90ae-a41ad51a55cc.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>DeepFake Detection</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  12 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 217 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/music-generation"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/tasks/default.gif" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Music Generation</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  1 benchmark <br/> </div> <div class="text-muted" style="padding-top:8px"> 174 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/voice-conversion"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/tasks/default.gif" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Voice Conversion</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="chart-line"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M496 385.998c8.84 0 16 7.16 16 16v32c0 8.84-7.16 16-16 16H32c-17.67 0-32-14.33-32-32v-336c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v304h432zm-32-288c8.84 0 16 7.16 15.99 16v118.05c0 21.38-25.85 32.09-40.97 16.97l-32.4-32.4-96 96c-12.49 12.5-32.75 12.5-45.25 0L192 239.249l-46.06 46.07c-6.25 6.25-16.38 6.25-22.63 0l-22.62-22.62c-6.25-6.25-6.25-16.38 0-22.63l68.69-68.69c12.49-12.5 32.75-12.5 45.25 0l73.37 73.37 73.37-73.38-32.4-32.4c-15.12-15.12-4.41-40.97 16.97-40.97H464z"/></svg></span>  3 benchmarks <br/> </div> <div class="text-muted" style="padding-top:8px"> 168 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/task/music-information-retrieval"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image overflow-hidden p-0"> <img class="task-img" src="https://production-media.paperswithcode.com/icons/task/task-0000000557-316f43d2.jpg" /> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Music Information Retrieval</h1> </div> </div> <div class="card-body card-body-taskverse card-body-taskverse-mobile"> <div style="min-height:19px;padding-top:2px;" class="text-muted"> </div> <div class="text-muted" style="padding-top:8px"> 119 papers with code </div> </div> </a> </div> </div> <div class="sota-all-tasks"> <a href="/area/music"><span class=" icon-wrapper icon-fa icon-fa-solid" data-name="caret-right"><svg viewBox="0 0 192 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M0 386.66V129.336c0-17.818 21.543-26.74 34.142-14.141l128.662 128.662c7.81 7.81 7.81 20.473 0 28.283L34.142 400.802C21.543 413.402 0 404.479 0 386.66z"/></svg></span> See all 46 tasks</a> </div> </div> </div> <div class="footer"> <div class="footer-contact"> <span class="footer-contact-item">Contact us on:</span> <a class="footer-contact-item" href="mailto:hello@paperswithcode.com"> <span class=" icon-wrapper icon-ion" data-name="mail"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M424 80H88a56.06 56.06 0 0 0-56 56v240a56.06 56.06 0 0 0 56 56h336a56.06 56.06 0 0 0 56-56V136a56.06 56.06 0 0 0-56-56zm-14.18 92.63l-144 112a16 16 0 0 1-19.64 0l-144-112a16 16 0 1 1 19.64-25.26L256 251.73l134.18-104.36a16 16 0 0 1 19.64 25.26z"/></svg></span> hello@paperswithcode.com </a>. <span class="footer-contact-item"> Papers With Code is a free resource with all data licensed under <a rel="noreferrer" href="https://creativecommons.org/licenses/by-sa/4.0/">CC-BY-SA</a>. </span> </div> <div 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