The Methods Corpus | Papers With Code

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url('https://production-media.paperswithcode.com/thumbnails/method/627ddeb0-0e37-4524-b67f-54b16021bde9.jpg');"> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Attention</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-network"><svg viewBox="0 0 640 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M576 193.998c-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64-28.7 64-64 64zm-512 48c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64 28.7-64 64-64zm449.6-37.2l-48 36-19.2-25.6 48-36zm62.4 181.2c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64c0-3.3.5-6.6 1-9.8l-95.8-57.5c-20.4 21.6-49.1 35.3-81.2 35.3-61.9 0-112-50.1-112-112 0-36.2 17.5-68.1 44.2-88.5l-41-87.8c-1.1 0-2.1.3-3.2.3-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64c0 16.8-6.6 32-17.2 43.4l40.8 87.4c7.8-1.8 16-2.9 24.4-2.9 61.9 0 112 50.1 112 112 0 12.5-2.5 24.3-6.3 35.5l96 57.6c10.7-8 23.9-13 38.3-13zm-240-32c26.5 0 48-21.5 48-48s-21.5-48-48-48-48 21.5-48 48 21.5 48 48 48zm-184-32v-32h48v32h-48z"/></svg></span>  129 methods <br/> </div> <div class="text-muted" style="padding-top:8px"> 43867 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/methods/category/attention-mechanisms-1"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/method/89bd0b48-388d-41e9-adcf-61e231993d82.jpg');"> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Attention Mechanisms</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-network"><svg viewBox="0 0 640 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M576 193.998c-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64-28.7 64-64 64zm-512 48c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64 28.7-64 64-64zm449.6-37.2l-48 36-19.2-25.6 48-36zm62.4 181.2c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64c0-3.3.5-6.6 1-9.8l-95.8-57.5c-20.4 21.6-49.1 35.3-81.2 35.3-61.9 0-112-50.1-112-112 0-36.2 17.5-68.1 44.2-88.5l-41-87.8c-1.1 0-2.1.3-3.2.3-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64c0 16.8-6.6 32-17.2 43.4l40.8 87.4c7.8-1.8 16-2.9 24.4-2.9 61.9 0 112 50.1 112 112 0 12.5-2.5 24.3-6.3 35.5l96 57.6c10.7-8 23.9-13 38.3-13zm-240-32c26.5 0 48-21.5 48-48s-21.5-48-48-48-48 21.5-48 48 21.5 48 48 48zm-184-32v-32h48v32h-48z"/></svg></span>  84 methods <br/> </div> <div class="text-muted" style="padding-top:8px"> 25331 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/methods/category/activation-functions"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/method/methodcollection-0000000098-2e3d4ad0_ZJ6kKz1.jpg');"> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Activation Functions</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-network"><svg viewBox="0 0 640 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M576 193.998c-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64-28.7 64-64 64zm-512 48c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64 28.7-64 64-64zm449.6-37.2l-48 36-19.2-25.6 48-36zm62.4 181.2c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64c0-3.3.5-6.6 1-9.8l-95.8-57.5c-20.4 21.6-49.1 35.3-81.2 35.3-61.9 0-112-50.1-112-112 0-36.2 17.5-68.1 44.2-88.5l-41-87.8c-1.1 0-2.1.3-3.2.3-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64c0 16.8-6.6 32-17.2 43.4l40.8 87.4c7.8-1.8 16-2.9 24.4-2.9 61.9 0 112 50.1 112 112 0 12.5-2.5 24.3-6.3 35.5l96 57.6c10.7-8 23.9-13 38.3-13zm-240-32c26.5 0 48-21.5 48-48s-21.5-48-48-48-48 21.5-48 48 21.5 48 48 48zm-184-32v-32h48v32h-48z"/></svg></span>  77 methods <br/> </div> <div class="text-muted" style="padding-top:8px"> 36318 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/methods/category/stochastic-optimization"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/method/methodcollection-0000000105-4f961f66.jpg');"> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Stochastic Optimization</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-network"><svg viewBox="0 0 640 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M576 193.998c-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64-28.7 64-64 64zm-512 48c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64 28.7-64 64-64zm449.6-37.2l-48 36-19.2-25.6 48-36zm62.4 181.2c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64c0-3.3.5-6.6 1-9.8l-95.8-57.5c-20.4 21.6-49.1 35.3-81.2 35.3-61.9 0-112-50.1-112-112 0-36.2 17.5-68.1 44.2-88.5l-41-87.8c-1.1 0-2.1.3-3.2.3-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64c0 16.8-6.6 32-17.2 43.4l40.8 87.4c7.8-1.8 16-2.9 24.4-2.9 61.9 0 112 50.1 112 112 0 12.5-2.5 24.3-6.3 35.5l96 57.6c10.7-8 23.9-13 38.3-13zm-240-32c26.5 0 48-21.5 48-48s-21.5-48-48-48-48 21.5-48 48 21.5 48 48 48zm-184-32v-32h48v32h-48z"/></svg></span>  72 methods <br/> </div> <div class="text-muted" style="padding-top:8px"> 26046 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/methods/category/regularization"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/method/methodcollection-0000000007-91318315.jpg');"> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Regularization</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-network"><svg viewBox="0 0 640 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M576 193.998c-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64-28.7 64-64 64zm-512 48c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64 28.7-64 64-64zm449.6-37.2l-48 36-19.2-25.6 48-36zm62.4 181.2c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64c0-3.3.5-6.6 1-9.8l-95.8-57.5c-20.4 21.6-49.1 35.3-81.2 35.3-61.9 0-112-50.1-112-112 0-36.2 17.5-68.1 44.2-88.5l-41-87.8c-1.1 0-2.1.3-3.2.3-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64c0 16.8-6.6 32-17.2 43.4l40.8 87.4c7.8-1.8 16-2.9 24.4-2.9 61.9 0 112 50.1 112 112 0 12.5-2.5 24.3-6.3 35.5l96 57.6c10.7-8 23.9-13 38.3-13zm-240-32c26.5 0 48-21.5 48-48s-21.5-48-48-48-48 21.5-48 48 21.5 48 48 48zm-184-32v-32h48v32h-48z"/></svg></span>  62 methods <br/> </div> <div class="text-muted" style="padding-top:8px"> 58503 papers with code </div> </div> </a> </div> </div> <div class="methods-all-tasks"> <a href="/methods/area/general"><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 134 categories</a> </div> <div class="row task-group-title"> <div class="col-md-12"> <h4 style="padding-bottom:25px;"> <a href="/methods/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="/methods/category/convolutional-neural-networks"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/method/89d208bf-ac5b-4330-9f3b-b87f820f3ac2.jpg');"> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Convolutional Neural Networks</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-network"><svg viewBox="0 0 640 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M576 193.998c-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64-28.7 64-64 64zm-512 48c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64 28.7-64 64-64zm449.6-37.2l-48 36-19.2-25.6 48-36zm62.4 181.2c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64c0-3.3.5-6.6 1-9.8l-95.8-57.5c-20.4 21.6-49.1 35.3-81.2 35.3-61.9 0-112-50.1-112-112 0-36.2 17.5-68.1 44.2-88.5l-41-87.8c-1.1 0-2.1.3-3.2.3-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64c0 16.8-6.6 32-17.2 43.4l40.8 87.4c7.8-1.8 16-2.9 24.4-2.9 61.9 0 112 50.1 112 112 0 12.5-2.5 24.3-6.3 35.5l96 57.6c10.7-8 23.9-13 38.3-13zm-240-32c26.5 0 48-21.5 48-48s-21.5-48-48-48-48 21.5-48 48 21.5 48 48 48zm-184-32v-32h48v32h-48z"/></svg></span>  124 methods <br/> </div> <div class="text-muted" style="padding-top:8px"> 6262 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/methods/category/generative-models"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/method/9a2467a0-d18a-4207-8fbf-64263d33ced8.jpg');"> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Generative Models</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-network"><svg viewBox="0 0 640 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M576 193.998c-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64-28.7 64-64 64zm-512 48c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64 28.7-64 64-64zm449.6-37.2l-48 36-19.2-25.6 48-36zm62.4 181.2c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64c0-3.3.5-6.6 1-9.8l-95.8-57.5c-20.4 21.6-49.1 35.3-81.2 35.3-61.9 0-112-50.1-112-112 0-36.2 17.5-68.1 44.2-88.5l-41-87.8c-1.1 0-2.1.3-3.2.3-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64c0 16.8-6.6 32-17.2 43.4l40.8 87.4c7.8-1.8 16-2.9 24.4-2.9 61.9 0 112 50.1 112 112 0 12.5-2.5 24.3-6.3 35.5l96 57.6c10.7-8 23.9-13 38.3-13zm-240-32c26.5 0 48-21.5 48-48s-21.5-48-48-48-48 21.5-48 48 21.5 48 48 48zm-184-32v-32h48v32h-48z"/></svg></span>  100 methods <br/> </div> <div class="text-muted" style="padding-top:8px"> 9697 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/methods/category/image-model-blocks"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/method/93245306-e7b5-473d-b276-b0f95c41faa7.jpg');"> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Image Model Blocks</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-network"><svg viewBox="0 0 640 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M576 193.998c-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64-28.7 64-64 64zm-512 48c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64 28.7-64 64-64zm449.6-37.2l-48 36-19.2-25.6 48-36zm62.4 181.2c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64c0-3.3.5-6.6 1-9.8l-95.8-57.5c-20.4 21.6-49.1 35.3-81.2 35.3-61.9 0-112-50.1-112-112 0-36.2 17.5-68.1 44.2-88.5l-41-87.8c-1.1 0-2.1.3-3.2.3-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64c0 16.8-6.6 32-17.2 43.4l40.8 87.4c7.8-1.8 16-2.9 24.4-2.9 61.9 0 112 50.1 112 112 0 12.5-2.5 24.3-6.3 35.5l96 57.6c10.7-8 23.9-13 38.3-13zm-240-32c26.5 0 48-21.5 48-48s-21.5-48-48-48-48 21.5-48 48 21.5 48 48 48zm-184-32v-32h48v32h-48z"/></svg></span>  93 methods <br/> </div> <div class="text-muted" style="padding-top:8px"> 7929 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/methods/category/object-detection-models"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/method/c9f8b125-84f6-4d45-b4a2-84eb1b59f311.jpg');"> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Object Detection Models</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-network"><svg viewBox="0 0 640 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M576 193.998c-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64-28.7 64-64 64zm-512 48c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64 28.7-64 64-64zm449.6-37.2l-48 36-19.2-25.6 48-36zm62.4 181.2c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64c0-3.3.5-6.6 1-9.8l-95.8-57.5c-20.4 21.6-49.1 35.3-81.2 35.3-61.9 0-112-50.1-112-112 0-36.2 17.5-68.1 44.2-88.5l-41-87.8c-1.1 0-2.1.3-3.2.3-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64c0 16.8-6.6 32-17.2 43.4l40.8 87.4c7.8-1.8 16-2.9 24.4-2.9 61.9 0 112 50.1 112 112 0 12.5-2.5 24.3-6.3 35.5l96 57.6c10.7-8 23.9-13 38.3-13zm-240-32c26.5 0 48-21.5 48-48s-21.5-48-48-48-48 21.5-48 48 21.5 48 48 48zm-184-32v-32h48v32h-48z"/></svg></span>  73 methods <br/> </div> <div class="text-muted" style="padding-top:8px"> 2795 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/methods/category/image-feature-extractors"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/method/a4f7d7fe-a5b1-488c-8706-616e4f993300.jpg');"> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Image Feature Extractors</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-network"><svg viewBox="0 0 640 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M576 193.998c-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64-28.7 64-64 64zm-512 48c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64 28.7-64 64-64zm449.6-37.2l-48 36-19.2-25.6 48-36zm62.4 181.2c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64c0-3.3.5-6.6 1-9.8l-95.8-57.5c-20.4 21.6-49.1 35.3-81.2 35.3-61.9 0-112-50.1-112-112 0-36.2 17.5-68.1 44.2-88.5l-41-87.8c-1.1 0-2.1.3-3.2.3-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64c0 16.8-6.6 32-17.2 43.4l40.8 87.4c7.8-1.8 16-2.9 24.4-2.9 61.9 0 112 50.1 112 112 0 12.5-2.5 24.3-6.3 35.5l96 57.6c10.7-8 23.9-13 38.3-13zm-240-32c26.5 0 48-21.5 48-48s-21.5-48-48-48-48 21.5-48 48 21.5 48 48 48zm-184-32v-32h48v32h-48z"/></svg></span>  62 methods <br/> </div> <div class="text-muted" style="padding-top:8px"> 187 papers with code </div> </div> </a> </div> </div> <div class="methods-all-tasks"> <a href="/methods/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 126 categories</a> </div> <div class="row task-group-title"> <div class="col-md-12"> <h4 style="padding-bottom:25px;"> <a href="/methods/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="/methods/category/language-models"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/method/97bb6199-67f0-4429-8bc7-7d0f2b9fc5e4.jpg');"> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Language Models</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-network"><svg viewBox="0 0 640 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M576 193.998c-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64-28.7 64-64 64zm-512 48c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64 28.7-64 64-64zm449.6-37.2l-48 36-19.2-25.6 48-36zm62.4 181.2c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64c0-3.3.5-6.6 1-9.8l-95.8-57.5c-20.4 21.6-49.1 35.3-81.2 35.3-61.9 0-112-50.1-112-112 0-36.2 17.5-68.1 44.2-88.5l-41-87.8c-1.1 0-2.1.3-3.2.3-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64c0 16.8-6.6 32-17.2 43.4l40.8 87.4c7.8-1.8 16-2.9 24.4-2.9 61.9 0 112 50.1 112 112 0 12.5-2.5 24.3-6.3 35.5l96 57.6c10.7-8 23.9-13 38.3-13zm-240-32c26.5 0 48-21.5 48-48s-21.5-48-48-48-48 21.5-48 48 21.5 48 48 48zm-184-32v-32h48v32h-48z"/></svg></span>  141 methods <br/> </div> <div class="text-muted" style="padding-top:8px"> 44077 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/methods/category/transformers"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/method/33f157ac-fd76-48d2-bb3b-5662f4ef084b.jpg');"> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Transformers</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-network"><svg viewBox="0 0 640 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M576 193.998c-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64-28.7 64-64 64zm-512 48c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64 28.7-64 64-64zm449.6-37.2l-48 36-19.2-25.6 48-36zm62.4 181.2c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64c0-3.3.5-6.6 1-9.8l-95.8-57.5c-20.4 21.6-49.1 35.3-81.2 35.3-61.9 0-112-50.1-112-112 0-36.2 17.5-68.1 44.2-88.5l-41-87.8c-1.1 0-2.1.3-3.2.3-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64c0 16.8-6.6 32-17.2 43.4l40.8 87.4c7.8-1.8 16-2.9 24.4-2.9 61.9 0 112 50.1 112 112 0 12.5-2.5 24.3-6.3 35.5l96 57.6c10.7-8 23.9-13 38.3-13zm-240-32c26.5 0 48-21.5 48-48s-21.5-48-48-48-48 21.5-48 48 21.5 48 48 48zm-184-32v-32h48v32h-48z"/></svg></span>  95 methods <br/> </div> <div class="text-muted" style="padding-top:8px"> 36527 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/methods/category/word-embeddings"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/method/methodcollection-0000000029-f29a882d_rHWPN1f.jpg');"> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Word Embeddings</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-network"><svg viewBox="0 0 640 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M576 193.998c-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64-28.7 64-64 64zm-512 48c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64 28.7-64 64-64zm449.6-37.2l-48 36-19.2-25.6 48-36zm62.4 181.2c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64c0-3.3.5-6.6 1-9.8l-95.8-57.5c-20.4 21.6-49.1 35.3-81.2 35.3-61.9 0-112-50.1-112-112 0-36.2 17.5-68.1 44.2-88.5l-41-87.8c-1.1 0-2.1.3-3.2.3-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64c0 16.8-6.6 32-17.2 43.4l40.8 87.4c7.8-1.8 16-2.9 24.4-2.9 61.9 0 112 50.1 112 112 0 12.5-2.5 24.3-6.3 35.5l96 57.6c10.7-8 23.9-13 38.3-13zm-240-32c26.5 0 48-21.5 48-48s-21.5-48-48-48-48 21.5-48 48 21.5 48 48 48zm-184-32v-32h48v32h-48z"/></svg></span>  21 methods <br/> </div> <div class="text-muted" style="padding-top:8px"> 892 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/methods/category/sentence-embeddings"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image" style="background-image: url('https://production-media.paperswithcode.com/tasks/default.gif');"> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Sentence Embeddings</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-network"><svg viewBox="0 0 640 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M576 193.998c-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64-28.7 64-64 64zm-512 48c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64 28.7-64 64-64zm449.6-37.2l-48 36-19.2-25.6 48-36zm62.4 181.2c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64c0-3.3.5-6.6 1-9.8l-95.8-57.5c-20.4 21.6-49.1 35.3-81.2 35.3-61.9 0-112-50.1-112-112 0-36.2 17.5-68.1 44.2-88.5l-41-87.8c-1.1 0-2.1.3-3.2.3-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64c0 16.8-6.6 32-17.2 43.4l40.8 87.4c7.8-1.8 16-2.9 24.4-2.9 61.9 0 112 50.1 112 112 0 12.5-2.5 24.3-6.3 35.5l96 57.6c10.7-8 23.9-13 38.3-13zm-240-32c26.5 0 48-21.5 48-48s-21.5-48-48-48-48 21.5-48 48 21.5 48 48 48zm-184-32v-32h48v32h-48z"/></svg></span>  8 methods <br/> </div> <div class="text-muted" style="padding-top:8px"> 204 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/methods/category/factorized-attention"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/method/1fb7ae22-6200-4783-aa83-8bf9fd42acc1.jpg');"> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Attention Patterns</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-network"><svg viewBox="0 0 640 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M576 193.998c-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64-28.7 64-64 64zm-512 48c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64 28.7-64 64-64zm449.6-37.2l-48 36-19.2-25.6 48-36zm62.4 181.2c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64c0-3.3.5-6.6 1-9.8l-95.8-57.5c-20.4 21.6-49.1 35.3-81.2 35.3-61.9 0-112-50.1-112-112 0-36.2 17.5-68.1 44.2-88.5l-41-87.8c-1.1 0-2.1.3-3.2.3-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64c0 16.8-6.6 32-17.2 43.4l40.8 87.4c7.8-1.8 16-2.9 24.4-2.9 61.9 0 112 50.1 112 112 0 12.5-2.5 24.3-6.3 35.5l96 57.6c10.7-8 23.9-13 38.3-13zm-240-32c26.5 0 48-21.5 48-48s-21.5-48-48-48-48 21.5-48 48 21.5 48 48 48zm-184-32v-32h48v32h-48z"/></svg></span>  8 methods <br/> </div> <div class="text-muted" style="padding-top:8px"> 3781 papers with code </div> </div> </a> </div> </div> <div class="methods-all-tasks"> <a href="/methods/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 48 categories</a> </div> <div class="row task-group-title"> <div class="col-md-12"> <h4 style="padding-bottom:25px;"> <a href="/methods/area/reinforcement-learning">Reinforcement Learning</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="/methods/category/policy-gradient-methods"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/method/method-0000000574-965e3a73_JF2G6SY.jpg');"> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Policy Gradient Methods</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-network"><svg viewBox="0 0 640 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M576 193.998c-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64-28.7 64-64 64zm-512 48c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64 28.7-64 64-64zm449.6-37.2l-48 36-19.2-25.6 48-36zm62.4 181.2c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64c0-3.3.5-6.6 1-9.8l-95.8-57.5c-20.4 21.6-49.1 35.3-81.2 35.3-61.9 0-112-50.1-112-112 0-36.2 17.5-68.1 44.2-88.5l-41-87.8c-1.1 0-2.1.3-3.2.3-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64c0 16.8-6.6 32-17.2 43.4l40.8 87.4c7.8-1.8 16-2.9 24.4-2.9 61.9 0 112 50.1 112 112 0 12.5-2.5 24.3-6.3 35.5l96 57.6c10.7-8 23.9-13 38.3-13zm-240-32c26.5 0 48-21.5 48-48s-21.5-48-48-48-48 21.5-48 48 21.5 48 48 48zm-184-32v-32h48v32h-48z"/></svg></span>  24 methods <br/> </div> <div class="text-muted" style="padding-top:8px"> 1622 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/methods/category/off-policy-td-control"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/method/methodcollection-0000000027-9f123d7c.jpg');"> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Off-Policy TD 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-network"><svg viewBox="0 0 640 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M576 193.998c-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64-28.7 64-64 64zm-512 48c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64 28.7-64 64-64zm449.6-37.2l-48 36-19.2-25.6 48-36zm62.4 181.2c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64c0-3.3.5-6.6 1-9.8l-95.8-57.5c-20.4 21.6-49.1 35.3-81.2 35.3-61.9 0-112-50.1-112-112 0-36.2 17.5-68.1 44.2-88.5l-41-87.8c-1.1 0-2.1.3-3.2.3-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64c0 16.8-6.6 32-17.2 43.4l40.8 87.4c7.8-1.8 16-2.9 24.4-2.9 61.9 0 112 50.1 112 112 0 12.5-2.5 24.3-6.3 35.5l96 57.6c10.7-8 23.9-13 38.3-13zm-240-32c26.5 0 48-21.5 48-48s-21.5-48-48-48-48 21.5-48 48 21.5 48 48 48zm-184-32v-32h48v32h-48z"/></svg></span>  17 methods <br/> </div> <div class="text-muted" style="padding-top:8px"> 1888 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/methods/category/reinforcement-learning-frameworks"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image" style="background-image: url('https://production-media.paperswithcode.com/tasks/default.gif');"> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Reinforcement Learning Frameworks</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-network"><svg viewBox="0 0 640 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M576 193.998c-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64-28.7 64-64 64zm-512 48c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64 28.7-64 64-64zm449.6-37.2l-48 36-19.2-25.6 48-36zm62.4 181.2c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64c0-3.3.5-6.6 1-9.8l-95.8-57.5c-20.4 21.6-49.1 35.3-81.2 35.3-61.9 0-112-50.1-112-112 0-36.2 17.5-68.1 44.2-88.5l-41-87.8c-1.1 0-2.1.3-3.2.3-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64c0 16.8-6.6 32-17.2 43.4l40.8 87.4c7.8-1.8 16-2.9 24.4-2.9 61.9 0 112 50.1 112 112 0 12.5-2.5 24.3-6.3 35.5l96 57.6c10.7-8 23.9-13 38.3-13zm-240-32c26.5 0 48-21.5 48-48s-21.5-48-48-48-48 21.5-48 48 21.5 48 48 48zm-184-32v-32h48v32h-48z"/></svg></span>  13 methods <br/> </div> <div class="text-muted" style="padding-top:8px"> 289 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/methods/category/q-learning"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/method/method-0000000486-9af61132.jpg');"> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Q-Learning Networks</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-network"><svg viewBox="0 0 640 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M576 193.998c-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64-28.7 64-64 64zm-512 48c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64 28.7-64 64-64zm449.6-37.2l-48 36-19.2-25.6 48-36zm62.4 181.2c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64c0-3.3.5-6.6 1-9.8l-95.8-57.5c-20.4 21.6-49.1 35.3-81.2 35.3-61.9 0-112-50.1-112-112 0-36.2 17.5-68.1 44.2-88.5l-41-87.8c-1.1 0-2.1.3-3.2.3-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64c0 16.8-6.6 32-17.2 43.4l40.8 87.4c7.8-1.8 16-2.9 24.4-2.9 61.9 0 112 50.1 112 112 0 12.5-2.5 24.3-6.3 35.5l96 57.6c10.7-8 23.9-13 38.3-13zm-240-32c26.5 0 48-21.5 48-48s-21.5-48-48-48-48 21.5-48 48 21.5 48 48 48zm-184-32v-32h48v32h-48z"/></svg></span>  11 methods <br/> </div> <div class="text-muted" style="padding-top:8px"> 618 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/methods/category/heuristic-search-algorithms"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/method/method-0000000882-66e4e71b.jpg');"> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Heuristic Search Algorithms</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-network"><svg viewBox="0 0 640 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M576 193.998c-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64-28.7 64-64 64zm-512 48c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64 28.7-64 64-64zm449.6-37.2l-48 36-19.2-25.6 48-36zm62.4 181.2c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64c0-3.3.5-6.6 1-9.8l-95.8-57.5c-20.4 21.6-49.1 35.3-81.2 35.3-61.9 0-112-50.1-112-112 0-36.2 17.5-68.1 44.2-88.5l-41-87.8c-1.1 0-2.1.3-3.2.3-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64c0 16.8-6.6 32-17.2 43.4l40.8 87.4c7.8-1.8 16-2.9 24.4-2.9 61.9 0 112 50.1 112 112 0 12.5-2.5 24.3-6.3 35.5l96 57.6c10.7-8 23.9-13 38.3-13zm-240-32c26.5 0 48-21.5 48-48s-21.5-48-48-48-48 21.5-48 48 21.5 48 48 48zm-184-32v-32h48v32h-48z"/></svg></span>  9 methods <br/> </div> <div class="text-muted" style="padding-top:8px"> 407 papers with code </div> </div> </a> </div> </div> <div class="methods-all-tasks"> <a href="/methods/area/reinforcement-learning"><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 28 categories</a> </div> <div class="row task-group-title"> <div class="col-md-12"> <h4 style="padding-bottom:25px;"> <a href="/methods/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="/methods/category/generative-audio-models"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/method/method-0000000588-3b8adffc.jpg');"> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Generative Audio Models</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-network"><svg viewBox="0 0 640 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M576 193.998c-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64-28.7 64-64 64zm-512 48c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64 28.7-64 64-64zm449.6-37.2l-48 36-19.2-25.6 48-36zm62.4 181.2c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64c0-3.3.5-6.6 1-9.8l-95.8-57.5c-20.4 21.6-49.1 35.3-81.2 35.3-61.9 0-112-50.1-112-112 0-36.2 17.5-68.1 44.2-88.5l-41-87.8c-1.1 0-2.1.3-3.2.3-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64c0 16.8-6.6 32-17.2 43.4l40.8 87.4c7.8-1.8 16-2.9 24.4-2.9 61.9 0 112 50.1 112 112 0 12.5-2.5 24.3-6.3 35.5l96 57.6c10.7-8 23.9-13 38.3-13zm-240-32c26.5 0 48-21.5 48-48s-21.5-48-48-48-48 21.5-48 48 21.5 48 48 48zm-184-32v-32h48v32h-48z"/></svg></span>  17 methods <br/> </div> <div class="text-muted" style="padding-top:8px"> 383 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/methods/category/audio-model-blocks"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/method/method-0000000043-6fe49bc3.jpg');"> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Audio Model Blocks</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-network"><svg viewBox="0 0 640 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M576 193.998c-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64-28.7 64-64 64zm-512 48c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64 28.7-64 64-64zm449.6-37.2l-48 36-19.2-25.6 48-36zm62.4 181.2c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64c0-3.3.5-6.6 1-9.8l-95.8-57.5c-20.4 21.6-49.1 35.3-81.2 35.3-61.9 0-112-50.1-112-112 0-36.2 17.5-68.1 44.2-88.5l-41-87.8c-1.1 0-2.1.3-3.2.3-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64c0 16.8-6.6 32-17.2 43.4l40.8 87.4c7.8-1.8 16-2.9 24.4-2.9 61.9 0 112 50.1 112 112 0 12.5-2.5 24.3-6.3 35.5l96 57.6c10.7-8 23.9-13 38.3-13zm-240-32c26.5 0 48-21.5 48-48s-21.5-48-48-48-48 21.5-48 48 21.5 48 48 48zm-184-32v-32h48v32h-48z"/></svg></span>  14 methods <br/> </div> <div class="text-muted" style="padding-top:8px"> 79 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/methods/category/text-to-speech-models"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/method/method-0000057305-de0e6f99.jpg');"> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Text-to-Speech Models</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-network"><svg viewBox="0 0 640 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M576 193.998c-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64-28.7 64-64 64zm-512 48c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64 28.7-64 64-64zm449.6-37.2l-48 36-19.2-25.6 48-36zm62.4 181.2c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64c0-3.3.5-6.6 1-9.8l-95.8-57.5c-20.4 21.6-49.1 35.3-81.2 35.3-61.9 0-112-50.1-112-112 0-36.2 17.5-68.1 44.2-88.5l-41-87.8c-1.1 0-2.1.3-3.2.3-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64c0 16.8-6.6 32-17.2 43.4l40.8 87.4c7.8-1.8 16-2.9 24.4-2.9 61.9 0 112 50.1 112 112 0 12.5-2.5 24.3-6.3 35.5l96 57.6c10.7-8 23.9-13 38.3-13zm-240-32c26.5 0 48-21.5 48-48s-21.5-48-48-48-48 21.5-48 48 21.5 48 48 48zm-184-32v-32h48v32h-48z"/></svg></span>  12 methods <br/> </div> <div class="text-muted" style="padding-top:8px"> 141 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/methods/category/speech-separation"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/method/ea587774-740c-4453-83ca-d24e7aeb8aa4.jpg');"> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Speech Separation Models</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-network"><svg viewBox="0 0 640 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M576 193.998c-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64-28.7 64-64 64zm-512 48c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64 28.7-64 64-64zm449.6-37.2l-48 36-19.2-25.6 48-36zm62.4 181.2c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64c0-3.3.5-6.6 1-9.8l-95.8-57.5c-20.4 21.6-49.1 35.3-81.2 35.3-61.9 0-112-50.1-112-112 0-36.2 17.5-68.1 44.2-88.5l-41-87.8c-1.1 0-2.1.3-3.2.3-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64c0 16.8-6.6 32-17.2 43.4l40.8 87.4c7.8-1.8 16-2.9 24.4-2.9 61.9 0 112 50.1 112 112 0 12.5-2.5 24.3-6.3 35.5l96 57.6c10.7-8 23.9-13 38.3-13zm-240-32c26.5 0 48-21.5 48-48s-21.5-48-48-48-48 21.5-48 48 21.5 48 48 48zm-184-32v-32h48v32h-48z"/></svg></span>  6 methods <br/> </div> <div class="text-muted" style="padding-top:8px"> 45 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/methods/category/speech-recognition"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/method/method-0000001357-74cda28a.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-network"><svg viewBox="0 0 640 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M576 193.998c-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64-28.7 64-64 64zm-512 48c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64 28.7-64 64-64zm449.6-37.2l-48 36-19.2-25.6 48-36zm62.4 181.2c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64c0-3.3.5-6.6 1-9.8l-95.8-57.5c-20.4 21.6-49.1 35.3-81.2 35.3-61.9 0-112-50.1-112-112 0-36.2 17.5-68.1 44.2-88.5l-41-87.8c-1.1 0-2.1.3-3.2.3-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64c0 16.8-6.6 32-17.2 43.4l40.8 87.4c7.8-1.8 16-2.9 24.4-2.9 61.9 0 112 50.1 112 112 0 12.5-2.5 24.3-6.3 35.5l96 57.6c10.7-8 23.9-13 38.3-13zm-240-32c26.5 0 48-21.5 48-48s-21.5-48-48-48-48 21.5-48 48 21.5 48 48 48zm-184-32v-32h48v32h-48z"/></svg></span>  4 methods <br/> </div> <div class="text-muted" style="padding-top:8px"> 43 papers with code </div> </div> </a> </div> </div> <div class="methods-all-tasks"> <a href="/methods/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 13 categories</a> </div> <div class="row task-group-title"> <div class="col-md-12"> <h4 style="padding-bottom:25px;"> <a href="/methods/area/sequential">Sequential</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="/methods/category/recurrent-neural-networks"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/method/method-0000000495-71f37086_nITzEnB.jpg');"> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Recurrent Neural Networks</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-network"><svg viewBox="0 0 640 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M576 193.998c-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64-28.7 64-64 64zm-512 48c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64 28.7-64 64-64zm449.6-37.2l-48 36-19.2-25.6 48-36zm62.4 181.2c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64c0-3.3.5-6.6 1-9.8l-95.8-57.5c-20.4 21.6-49.1 35.3-81.2 35.3-61.9 0-112-50.1-112-112 0-36.2 17.5-68.1 44.2-88.5l-41-87.8c-1.1 0-2.1.3-3.2.3-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64c0 16.8-6.6 32-17.2 43.4l40.8 87.4c7.8-1.8 16-2.9 24.4-2.9 61.9 0 112 50.1 112 112 0 12.5-2.5 24.3-6.3 35.5l96 57.6c10.7-8 23.9-13 38.3-13zm-240-32c26.5 0 48-21.5 48-48s-21.5-48-48-48-48 21.5-48 48 21.5 48 48 48zm-184-32v-32h48v32h-48z"/></svg></span>  41 methods <br/> </div> <div class="text-muted" style="padding-top:8px"> 9082 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/methods/category/sequence-to-sequence-models"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/method/method-0000000153-e194680b_0MCpSUL.jpg');"> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Sequence To Sequence Models</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-network"><svg viewBox="0 0 640 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M576 193.998c-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64-28.7 64-64 64zm-512 48c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64 28.7-64 64-64zm449.6-37.2l-48 36-19.2-25.6 48-36zm62.4 181.2c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64c0-3.3.5-6.6 1-9.8l-95.8-57.5c-20.4 21.6-49.1 35.3-81.2 35.3-61.9 0-112-50.1-112-112 0-36.2 17.5-68.1 44.2-88.5l-41-87.8c-1.1 0-2.1.3-3.2.3-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64c0 16.8-6.6 32-17.2 43.4l40.8 87.4c7.8-1.8 16-2.9 24.4-2.9 61.9 0 112 50.1 112 112 0 12.5-2.5 24.3-6.3 35.5l96 57.6c10.7-8 23.9-13 38.3-13zm-240-32c26.5 0 48-21.5 48-48s-21.5-48-48-48-48 21.5-48 48 21.5 48 48 48zm-184-32v-32h48v32h-48z"/></svg></span>  22 methods <br/> </div> <div class="text-muted" style="padding-top:8px"> 2580 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/methods/category/time-series-analysis"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/method/method-0000000899-9347c1f0_abD4kIo.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-network"><svg viewBox="0 0 640 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M576 193.998c-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64-28.7 64-64 64zm-512 48c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64 28.7-64 64-64zm449.6-37.2l-48 36-19.2-25.6 48-36zm62.4 181.2c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64c0-3.3.5-6.6 1-9.8l-95.8-57.5c-20.4 21.6-49.1 35.3-81.2 35.3-61.9 0-112-50.1-112-112 0-36.2 17.5-68.1 44.2-88.5l-41-87.8c-1.1 0-2.1.3-3.2.3-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64c0 16.8-6.6 32-17.2 43.4l40.8 87.4c7.8-1.8 16-2.9 24.4-2.9 61.9 0 112 50.1 112 112 0 12.5-2.5 24.3-6.3 35.5l96 57.6c10.7-8 23.9-13 38.3-13zm-240-32c26.5 0 48-21.5 48-48s-21.5-48-48-48-48 21.5-48 48 21.5 48 48 48zm-184-32v-32h48v32h-48z"/></svg></span>  11 methods <br/> </div> <div class="text-muted" style="padding-top:8px"> 878 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/methods/category/temporal-convolutions"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/method/method-0000056870-3b8adffc.jpg');"> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Temporal Convolutions</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-network"><svg viewBox="0 0 640 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M576 193.998c-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64-28.7 64-64 64zm-512 48c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64 28.7-64 64-64zm449.6-37.2l-48 36-19.2-25.6 48-36zm62.4 181.2c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64c0-3.3.5-6.6 1-9.8l-95.8-57.5c-20.4 21.6-49.1 35.3-81.2 35.3-61.9 0-112-50.1-112-112 0-36.2 17.5-68.1 44.2-88.5l-41-87.8c-1.1 0-2.1.3-3.2.3-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64c0 16.8-6.6 32-17.2 43.4l40.8 87.4c7.8-1.8 16-2.9 24.4-2.9 61.9 0 112 50.1 112 112 0 12.5-2.5 24.3-6.3 35.5l96 57.6c10.7-8 23.9-13 38.3-13zm-240-32c26.5 0 48-21.5 48-48s-21.5-48-48-48-48 21.5-48 48 21.5 48 48 48zm-184-32v-32h48v32h-48z"/></svg></span>  8 methods <br/> </div> <div class="text-muted" style="padding-top:8px"> 269 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/methods/category/bidirectional-recurrent-neural-networks"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/method/method-0000000607-2b363d83_uD8eY3z.jpg');"> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Bidirectional Recurrent Neural Networks</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-network"><svg viewBox="0 0 640 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M576 193.998c-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64-28.7 64-64 64zm-512 48c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64 28.7-64 64-64zm449.6-37.2l-48 36-19.2-25.6 48-36zm62.4 181.2c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64c0-3.3.5-6.6 1-9.8l-95.8-57.5c-20.4 21.6-49.1 35.3-81.2 35.3-61.9 0-112-50.1-112-112 0-36.2 17.5-68.1 44.2-88.5l-41-87.8c-1.1 0-2.1.3-3.2.3-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64c0 16.8-6.6 32-17.2 43.4l40.8 87.4c7.8-1.8 16-2.9 24.4-2.9 61.9 0 112 50.1 112 112 0 12.5-2.5 24.3-6.3 35.5l96 57.6c10.7-8 23.9-13 38.3-13zm-240-32c26.5 0 48-21.5 48-48s-21.5-48-48-48-48 21.5-48 48 21.5 48 48 48zm-184-32v-32h48v32h-48z"/></svg></span>  6 methods <br/> </div> <div class="text-muted" style="padding-top:8px"> 744 papers with code </div> </div> </a> </div> </div> <div class="methods-all-tasks"> <a href="/methods/area/sequential"><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 11 categories</a> </div> <div class="row task-group-title"> <div class="col-md-12"> <h4 style="padding-bottom:25px;"> <a href="/methods/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="/methods/category/graph-models"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/method/e4fbb422-4104-403f-a2b6-d77022b2499a.jpg');"> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Graph Models</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-network"><svg viewBox="0 0 640 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M576 193.998c-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64-28.7 64-64 64zm-512 48c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64 28.7-64 64-64zm449.6-37.2l-48 36-19.2-25.6 48-36zm62.4 181.2c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64c0-3.3.5-6.6 1-9.8l-95.8-57.5c-20.4 21.6-49.1 35.3-81.2 35.3-61.9 0-112-50.1-112-112 0-36.2 17.5-68.1 44.2-88.5l-41-87.8c-1.1 0-2.1.3-3.2.3-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64c0 16.8-6.6 32-17.2 43.4l40.8 87.4c7.8-1.8 16-2.9 24.4-2.9 61.9 0 112 50.1 112 112 0 12.5-2.5 24.3-6.3 35.5l96 57.6c10.7-8 23.9-13 38.3-13zm-240-32c26.5 0 48-21.5 48-48s-21.5-48-48-48-48 21.5-48 48 21.5 48 48 48zm-184-32v-32h48v32h-48z"/></svg></span>  66 methods <br/> </div> <div class="text-muted" style="padding-top:8px"> 2288 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/methods/category/graph-embeddings"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/method/e974b278-5b9c-498f-9f36-301b9278ea5c.jpg');"> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Graph Embeddings</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-network"><svg viewBox="0 0 640 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M576 193.998c-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64-28.7 64-64 64zm-512 48c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64 28.7-64 64-64zm449.6-37.2l-48 36-19.2-25.6 48-36zm62.4 181.2c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64c0-3.3.5-6.6 1-9.8l-95.8-57.5c-20.4 21.6-49.1 35.3-81.2 35.3-61.9 0-112-50.1-112-112 0-36.2 17.5-68.1 44.2-88.5l-41-87.8c-1.1 0-2.1.3-3.2.3-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64c0 16.8-6.6 32-17.2 43.4l40.8 87.4c7.8-1.8 16-2.9 24.4-2.9 61.9 0 112 50.1 112 112 0 12.5-2.5 24.3-6.3 35.5l96 57.6c10.7-8 23.9-13 38.3-13zm-240-32c26.5 0 48-21.5 48-48s-21.5-48-48-48-48 21.5-48 48 21.5 48 48 48zm-184-32v-32h48v32h-48z"/></svg></span>  44 methods <br/> </div> <div class="text-muted" style="padding-top:8px"> 1174 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/methods/category/graph-representation-learning"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image" style="background-image: url('https://production-media.paperswithcode.com/tasks/default.gif');"> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Graph 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-network"><svg viewBox="0 0 640 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M576 193.998c-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64-28.7 64-64 64zm-512 48c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64 28.7-64 64-64zm449.6-37.2l-48 36-19.2-25.6 48-36zm62.4 181.2c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64c0-3.3.5-6.6 1-9.8l-95.8-57.5c-20.4 21.6-49.1 35.3-81.2 35.3-61.9 0-112-50.1-112-112 0-36.2 17.5-68.1 44.2-88.5l-41-87.8c-1.1 0-2.1.3-3.2.3-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64c0 16.8-6.6 32-17.2 43.4l40.8 87.4c7.8-1.8 16-2.9 24.4-2.9 61.9 0 112 50.1 112 112 0 12.5-2.5 24.3-6.3 35.5l96 57.6c10.7-8 23.9-13 38.3-13zm-240-32c26.5 0 48-21.5 48-48s-21.5-48-48-48-48 21.5-48 48 21.5 48 48 48zm-184-32v-32h48v32h-48z"/></svg></span>  17 methods <br/> </div> <div class="text-muted" style="padding-top:8px"> 8529 papers with code </div> </div> </a> </div> <div class="card" style="min-height:120px"> <a href="/methods/category/graph-data-augmentation"> <div class="row"> <div class="col-xl-4 card-col"> <div class="card-background-image" style="background-image: url('https://production-media.paperswithcode.com/thumbnails/method/8b30a8bf-82d1-42d7-809c-9eb2cff9ba2d.jpg');"> </div> </div> <div class="col-xl-8 card-col card-col-title"> <h1>Graph Data Augmentation</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-network"><svg viewBox="0 0 640 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M576 193.998c-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64-28.7 64-64 64zm-512 48c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64 28.7-64 64-64zm449.6-37.2l-48 36-19.2-25.6 48-36zm62.4 181.2c35.3 0 64 28.7 64 64s-28.7 64-64 64-64-28.7-64-64c0-3.3.5-6.6 1-9.8l-95.8-57.5c-20.4 21.6-49.1 35.3-81.2 35.3-61.9 0-112-50.1-112-112 0-36.2 17.5-68.1 44.2-88.5l-41-87.8c-1.1 0-2.1.3-3.2.3-35.3 0-64-28.7-64-64s28.7-64 64-64 64 28.7 64 64c0 16.8-6.6 32-17.2 43.4l40.8 87.4c7.8-1.8 16-2.9 24.4-2.9 61.9 0 112 50.1 112 112 0 12.5-2.5 24.3-6.3 35.5l96 57.6c10.7-8 23.9-13 38.3-13zm-240-32c26.5 0 48-21.5 48-48s-21.5-48-48-48-48 21.5-48 48 21.5 48 48 48zm-184-32v-32h48v32h-48z"/></svg></span>  2 methods <br/> </div> <div class="text-muted" 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