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<h3 class="term-page--news-article--item--title"> <a class="term-page--news-article--item--title--link" href="/2024/improving-health-one-machine-learning-system-time-1122"><span itemprop="name headline">Improving health, one machine learning system at a time</span> </span> </a> </h3> <p class="term-page--news-article--item--dek"> <span>Marzyeh Ghassemi works to ensure health-care models are trained to be robust and fair.</span> </p> <p class="term-page--news-article--item--publication-date"> <time datetime="2024-11-25T22:10:00Z">November 25, 2024</time> </p> <p class="term-page--news-article--item--full-story visually-hidden"><a href="/2024/improving-health-one-machine-learning-system-time-1122" class="term-page--news-article--item--full-story-link">Read full story</a> →</p> </div> </article> </div> <div class="page-term--views--list-item"><article class="term-page--news-article--item"> <div class="term-page--news-article--item--cover-image"> <a href="/2024/new-ai-tool-generates-realistic-satellite-images-future-flooding-1125" class="image--link"> <img loading="lazy" src="/themes/mit/src/img/placeholder/placeholder--frontpage--featured-news.jpg" width="390" height="260" alt="On left, a rural setting with grass and greenery. On right, brown flood water shows excessive flooding." class="ondemand" data-src="/sites/default/files/styles/term_page__news_article/public/images/202411/MIT-AI-Flood-01-press.jpg?itok=aoKfXzc-" /> </a> </div> <div class="term-page--news-article--item--descr"> <h3 class="term-page--news-article--item--title"> <a class="term-page--news-article--item--title--link" href="/2024/new-ai-tool-generates-realistic-satellite-images-future-flooding-1125"><span itemprop="name headline">New AI tool generates realistic satellite images of future flooding</span> </span> </a> </h3> <p class="term-page--news-article--item--dek"> <span>The method could help communities visualize and prepare for approaching storms.</span> </p> <p class="term-page--news-article--item--publication-date"> <time datetime="2024-11-25T16:20:00Z">November 25, 2024</time> </p> <p class="term-page--news-article--item--full-story visually-hidden"><a href="/2024/new-ai-tool-generates-realistic-satellite-images-future-flooding-1125" class="term-page--news-article--item--full-story-link">Read full story</a> →</p> </div> </article> </div> <div class="page-term--views--list-item"><article class="term-page--news-article--item"> <div class="term-page--news-article--item--cover-image"> <a href="/2024/mit-researchers-develop-efficiency-training-more-reliable-ai-agents-1122" class="image--link"> <img loading="lazy" src="/themes/mit/src/img/placeholder/placeholder--frontpage--featured-news.jpg" width="390" height="260" alt="A red stop light has the words, “AI” and a traffic intersection is in the background." class="ondemand" data-src="/sites/default/files/styles/term_page__news_article/public/images/202411/MIT-TransferLearning-01-press.jpg?itok=qOQCHa40" /> </a> </div> <div class="term-page--news-article--item--descr"> <h3 class="term-page--news-article--item--title"> <a class="term-page--news-article--item--title--link" href="/2024/mit-researchers-develop-efficiency-training-more-reliable-ai-agents-1122"><span itemprop="name headline">MIT researchers develop an efficient way to train more reliable AI agents</span> </span> </a> </h3> <p class="term-page--news-article--item--dek"> <span>The technique could make AI systems better at complex tasks that involve variability.</span> </p> <p class="term-page--news-article--item--publication-date"> <time datetime="2024-11-22T05:00:00Z">November 22, 2024</time> </p> <p class="term-page--news-article--item--full-story visually-hidden"><a href="/2024/mit-researchers-develop-efficiency-training-more-reliable-ai-agents-1122" class="term-page--news-article--item--full-story-link">Read full story</a> →</p> </div> </article> </div> <div class="page-term--views--list-item"><article class="term-page--news-article--item"> <div class="term-page--news-article--item--cover-image"> <a href="/2024/model-virtuosity-jordan-rudess-jam-bot-1119" class="image--link"> <img loading="lazy" src="/themes/mit/src/img/placeholder/placeholder--frontpage--featured-news.jpg" width="390" height="260" alt="On a dark stage, Jordan Rudess performs on keyboard in front of a kinetic sculpture featuring a grid of white petals" class="ondemand" data-src="/sites/default/files/styles/term_page__news_article/public/images/202411/mit-visiting-artist-Jordan-Rudess.jpg?itok=TytYEgEQ" /> </a> </div> <div class="term-page--news-article--item--descr"> <h3 class="term-page--news-article--item--title"> <a class="term-page--news-article--item--title--link" href="/2024/model-virtuosity-jordan-rudess-jam-bot-1119"><span itemprop="name headline">A model of virtuosity</span> </span> </a> </h3> <p class="term-page--news-article--item--dek"> <span>Acclaimed keyboardist Jordan Rudess’s collaboration with the MIT Media Lab culminates in live improvisation between an AI “jam_bot” and the artist.</span> </p> <p class="term-page--news-article--item--publication-date"> <time datetime="2024-11-19T20:30:00Z">November 19, 2024</time> </p> <p class="term-page--news-article--item--full-story visually-hidden"><a href="/2024/model-virtuosity-jordan-rudess-jam-bot-1119" class="term-page--news-article--item--full-story-link">Read full story</a> →</p> </div> </article> </div> <div class="page-term--views--list-item"><article class="term-page--news-article--item"> <div class="term-page--news-article--item--cover-image"> <a href="/2024/can-robots-learn-machine-dreams-1119" class="image--link"> <img loading="lazy" src="/themes/mit/src/img/placeholder/placeholder--frontpage--featured-news.jpg" width="390" height="260" alt="Alan Yu, Phillip Isola, and Ge Yang squat behind a small silver quadruped robot" class="ondemand" data-src="/sites/default/files/styles/term_page__news_article/public/images/202411/mit-csail-LucidSim.jpg?itok=CHFAuvm9" /> </a> </div> <div class="term-page--news-article--item--descr"> <h3 class="term-page--news-article--item--title"> <a class="term-page--news-article--item--title--link" href="/2024/can-robots-learn-machine-dreams-1119"><span itemprop="name headline">Can robots learn from machine dreams?</span> </span> </a> </h3> <p class="term-page--news-article--item--dek"> <span>MIT CSAIL researchers used AI-generated images to train a robot dog in parkour, without real-world data. Their LucidSim system demonstrates generative AI's potential for creating robotics training data.</span> </p> <p class="term-page--news-article--item--publication-date"> <time datetime="2024-11-19T19:50:00Z">November 19, 2024</time> </p> <p class="term-page--news-article--item--full-story visually-hidden"><a href="/2024/can-robots-learn-machine-dreams-1119" class="term-page--news-article--item--full-story-link">Read full story</a> →</p> </div> </article> </div> <div class="page-term--views--list-item"><article class="term-page--news-article--item"> <div class="term-page--news-article--item--cover-image"> <a href="/2024/graph-based-ai-model-maps-future-innovation-1112" class="image--link"> <img loading="lazy" src="/themes/mit/src/img/placeholder/placeholder--frontpage--featured-news.jpg" width="390" height="260" alt="At left is a colorful expressionist painting. In the middle, an AI-generated circular graph, and on the right an AI-generated design that looks like a colorful biological specimen." class="ondemand" data-src="/sites/default/files/styles/term_page__news_article/public/images/202411/mit-graph-material-design.png?itok=DtMHLWv-" /> </a> </div> <div class="term-page--news-article--item--descr"> <h3 class="term-page--news-article--item--title"> <a class="term-page--news-article--item--title--link" href="/2024/graph-based-ai-model-maps-future-innovation-1112"><span itemprop="name headline">Graph-based AI model maps the future of innovation</span> </span> </a> </h3> <p class="term-page--news-article--item--dek"> <span>An AI method developed by Professor Markus Buehler finds hidden links between science and art to suggest novel materials.</span> </p> <p class="term-page--news-article--item--publication-date"> <time datetime="2024-11-12T20:45:00Z">November 12, 2024</time> </p> <p class="term-page--news-article--item--full-story visually-hidden"><a href="/2024/graph-based-ai-model-maps-future-innovation-1112" class="term-page--news-article--item--full-story-link">Read full story</a> →</p> </div> </article> </div> <div class="page-term--views--list-item"><article class="term-page--news-article--item"> <div class="term-page--news-article--item--cover-image"> <a href="/2024/3-questions-inverting-problem-design-1112" class="image--link"> <img loading="lazy" src="/themes/mit/src/img/placeholder/placeholder--frontpage--featured-news.jpg" width="390" height="260" alt="A 3D figure comprised of black planar bars, connected by joints, traces out the letters M, I, T, highlighted in orange" class="ondemand" data-src="/sites/default/files/styles/term_page__news_article/public/images/202411/mit-linkages-00.png?itok=QtiE9lGJ" /> </a> </div> <div class="term-page--news-article--item--descr"> <h3 class="term-page--news-article--item--title"> <a class="term-page--news-article--item--title--link" href="/2024/3-questions-inverting-problem-design-1112"><span itemprop="name headline">3 Questions: Inverting the problem of design</span> </span> </a> </h3> <p class="term-page--news-article--item--dek"> <span>MIT and IBM researchers are creating linkage mechanisms to innovate human-AI kinematic engineering.</span> </p> <p class="term-page--news-article--item--publication-date"> <time datetime="2024-11-12T16:45:00Z">November 12, 2024</time> </p> <p class="term-page--news-article--item--full-story visually-hidden"><a href="/2024/3-questions-inverting-problem-design-1112" class="term-page--news-article--item--full-story-link">Read full story</a> →</p> </div> </article> </div> <div class="page-term--views--list-item"><article class="term-page--news-article--item"> <div class="term-page--news-article--item--cover-image"> <a href="/2024/causal-theory-studying-cause-and-effect-relationships-genes-1107" class="image--link"> <img loading="lazy" src="/themes/mit/src/img/placeholder/placeholder--frontpage--featured-news.jpg" width="390" height="260" alt="A neural network has icons of DNA strands in the circular nodes. Arrows connect the nodes." class="ondemand" data-src="/sites/default/files/styles/term_page__news_article/public/images/202411/MIT-CausalDisentanglement-01-press.jpg?itok=QnVqP3SC" /> </a> </div> <div class="term-page--news-article--item--descr"> <h3 class="term-page--news-article--item--title"> <a class="term-page--news-article--item--title--link" href="/2024/causal-theory-studying-cause-and-effect-relationships-genes-1107"><span itemprop="name headline">A causal theory for studying the cause-and-effect relationships of genes</span> </span> </a> </h3> <p class="term-page--news-article--item--dek"> <span>By sidestepping the need for costly interventions, a new method could potentially reveal gene regulatory programs, paving the way for targeted treatments.</span> </p> <p class="term-page--news-article--item--publication-date"> <time datetime="2024-11-07T05:00:00Z">November 7, 2024</time> </p> <p class="term-page--news-article--item--full-story visually-hidden"><a href="/2024/causal-theory-studying-cause-and-effect-relationships-genes-1107" class="term-page--news-article--item--full-story-link">Read full story</a> →</p> </div> </article> </div> <div class="page-term--views--list-item"><article class="term-page--news-article--item"> <div class="term-page--news-article--item--cover-image"> <a href="/2024/portable-light-system-can-digitize-everyday-objects-1106" class="image--link"> <img loading="lazy" src="/themes/mit/src/img/placeholder/placeholder--frontpage--featured-news.jpg" width="390" height="260" alt="Yunyi Zhu adjusts wires at her lab bench. Six insets show three objects before and after being reprogrammed: headphones, a shirt, and another shirt and arm cast.." class="ondemand" data-src="/sites/default/files/styles/term_page__news_article/public/images/202410/mit-csail-portachrome.png?itok=1URqHTrC" /> </a> </div> <div class="term-page--news-article--item--descr"> <h3 class="term-page--news-article--item--title"> <a class="term-page--news-article--item--title--link" href="/2024/portable-light-system-can-digitize-everyday-objects-1106"><span itemprop="name headline">A portable light system that can digitize everyday objects</span> </span> </a> </h3> <p class="term-page--news-article--item--dek"> <span>A new design tool uses UV and RGB lights to change the color and textures of everyday objects. The system could enable surfaces to display dynamic patterns, such as health data and fashion designs.</span> </p> <p class="term-page--news-article--item--publication-date"> <time datetime="2024-11-06T14:00:00Z">November 6, 2024</time> </p> <p class="term-page--news-article--item--full-story visually-hidden"><a href="/2024/portable-light-system-can-digitize-everyday-objects-1106" class="term-page--news-article--item--full-story-link">Read full story</a> →</p> </div> </article> </div> <div class="page-term--views--list-item"><article class="term-page--news-article--item"> <div class="term-page--news-article--item--cover-image"> <a href="/2024/generative-ai-lacks-coherent-world-understanding-1105" class="image--link"> <img loading="lazy" src="/themes/mit/src/img/placeholder/placeholder--frontpage--featured-news.jpg" width="390" height="260" alt="Three panels showing mapping, gaming, and logic games" class="ondemand" data-src="/sites/default/files/styles/term_page__news_article/public/images/202411/MIT_World-Model-01.jpg?itok=HxnJmdoV" /> </a> </div> <div class="term-page--news-article--item--descr"> <h3 class="term-page--news-article--item--title"> <a class="term-page--news-article--item--title--link" href="/2024/generative-ai-lacks-coherent-world-understanding-1105"><span itemprop="name headline">Despite its impressive output, generative AI doesn’t have a coherent understanding of the world</span> </span> </a> </h3> <p class="term-page--news-article--item--dek"> <span>Researchers show that even the best-performing large language models don’t form a true model of the world and its rules, and can thus fail unexpectedly on similar tasks. </span> </p> <p class="term-page--news-article--item--publication-date"> <time datetime="2024-11-05T05:00:00Z">November 5, 2024</time> </p> <p class="term-page--news-article--item--full-story visually-hidden"><a href="/2024/generative-ai-lacks-coherent-world-understanding-1105" class="term-page--news-article--item--full-story-link">Read full story</a> →</p> </div> </article> </div> <div class="page-term--views--list-item"><article class="term-page--news-article--item"> <div class="term-page--news-article--item--cover-image"> <a href="/2024/empowering-systemic-racism-research-mit-and-beyond-1104" class="image--link"> <img loading="lazy" src="/themes/mit/src/img/placeholder/placeholder--frontpage--featured-news.jpg" width="390" height="260" alt="Illustration of different overlapping screens showing different parts of faces with different skin tones and features" class="ondemand" data-src="/sites/default/files/styles/term_page__news_article/public/images/202409/idss-icsr-systemic-racism-data-hub-cov.jpg?itok=Udqz-2dH" /> </a> </div> <div class="term-page--news-article--item--descr"> <h3 class="term-page--news-article--item--title"> <a class="term-page--news-article--item--title--link" href="/2024/empowering-systemic-racism-research-mit-and-beyond-1104"><span itemprop="name headline">Empowering systemic racism research at MIT and beyond</span> </span> </a> </h3> <p class="term-page--news-article--item--dek"> <span>Researchers in the MIT Initiative on Combatting Systemic Racism are building an open data repository to advance research on racial inequity in domains like policing, housing, and health care.</span> </p> <p class="term-page--news-article--item--publication-date"> <time datetime="2024-11-04T19:40:00Z">November 4, 2024</time> </p> <p class="term-page--news-article--item--full-story visually-hidden"><a href="/2024/empowering-systemic-racism-research-mit-and-beyond-1104" class="term-page--news-article--item--full-story-link">Read full story</a> →</p> </div> </article> </div> <div class="page-term--views--list-item"><article class="term-page--news-article--item"> <div class="term-page--news-article--item--cover-image"> <a href="/2024/nanoscale-transistors-could-enable-more-efficient-electronics-1104" class="image--link"> <img loading="lazy" src="/themes/mit/src/img/placeholder/placeholder--frontpage--featured-news.jpg" width="390" height="260" alt="Futuristic computer chip shot through by a laser" class="ondemand" data-src="/sites/default/files/styles/term_page__news_article/public/images/202411/MIT-TunnelingElectrons-01-press.jpg?itok=mFcJL0e5" /> </a> </div> <div class="term-page--news-article--item--descr"> <h3 class="term-page--news-article--item--title"> <a class="term-page--news-article--item--title--link" href="/2024/nanoscale-transistors-could-enable-more-efficient-electronics-1104"><span itemprop="name headline">Nanoscale transistors could enable more efficient electronics</span> </span> </a> </h3> <p class="term-page--news-article--item--dek"> <span>Researchers are leveraging quantum mechanical properties to overcome the limits of silicon semiconductor technology.</span> </p> <p class="term-page--news-article--item--publication-date"> <time datetime="2024-11-04T10:00:00Z">November 4, 2024</time> </p> <p class="term-page--news-article--item--full-story visually-hidden"><a href="/2024/nanoscale-transistors-could-enable-more-efficient-electronics-1104" class="term-page--news-article--item--full-story-link">Read full story</a> →</p> </div> </article> </div> <div class="page-term--views--list-item"><article class="term-page--news-article--item"> <div class="term-page--news-article--item--cover-image"> <a href="/2024/training-general-purpose-robots-faster-better-1028" class="image--link"> <img loading="lazy" src="/themes/mit/src/img/placeholder/placeholder--frontpage--featured-news.jpg" width="390" height="260" alt="In the lab, a dog sits next to a big white robot arm, dog food, bowl, tea pot, and mug." class="ondemand" data-src="/sites/default/files/styles/term_page__news_article/public/images/202410/MIT-HeteroGenRobot-01-press.jpg?itok=KMlH7hfO" /> </a> </div> <div class="term-page--news-article--item--descr"> <h3 class="term-page--news-article--item--title"> <a class="term-page--news-article--item--title--link" href="/2024/training-general-purpose-robots-faster-better-1028"><span itemprop="name headline">A faster, better way to train general-purpose robots</span> </span> </a> </h3> <p class="term-page--news-article--item--dek"> <span>Inspired by large language models, researchers develop a training technique that pools diverse data to teach robots new skills. </span> </p> <p class="term-page--news-article--item--publication-date"> <time datetime="2024-10-28T04:00:00Z">October 28, 2024</time> </p> <p class="term-page--news-article--item--full-story visually-hidden"><a href="/2024/training-general-purpose-robots-faster-better-1028" class="term-page--news-article--item--full-story-link">Read full story</a> →</p> </div> </article> </div> <div class="page-term--views--list-item"><article class="term-page--news-article--item"> <div class="term-page--news-article--item--cover-image"> <a href="/2024/making-it-easier-verify-ai-models-responses-1021" class="image--link"> <img loading="lazy" src="/themes/mit/src/img/placeholder/placeholder--frontpage--featured-news.jpg" width="390" height="260" alt="The nodes of a large language model burst out from a spreadsheet" class="ondemand" data-src="/sites/default/files/styles/term_page__news_article/public/images/202410/MIT-LLM-Symgen-01-press.jpg?itok=6SasHfb0" /> </a> </div> <div class="term-page--news-article--item--descr"> <h3 class="term-page--news-article--item--title"> <a class="term-page--news-article--item--title--link" href="/2024/making-it-easier-verify-ai-models-responses-1021"><span itemprop="name headline">Making it easier to verify an AI model’s responses</span> </span> </a> </h3> <p class="term-page--news-article--item--dek"> <span>By allowing users to clearly see data referenced by a large language model, this tool speeds manual validation to help users spot AI errors.</span> </p> <p class="term-page--news-article--item--publication-date"> <time datetime="2024-10-21T15:40:00Z">October 21, 2024</time> </p> <p class="term-page--news-article--item--full-story visually-hidden"><a href="/2024/making-it-easier-verify-ai-models-responses-1021" class="term-page--news-article--item--full-story-link">Read full story</a> →</p> </div> </article> </div> <div class="page-term--views--list-item"><article class="term-page--news-article--item"> <div class="term-page--news-article--item--cover-image"> <a href="/2024/combining-next-token-prediction-video-diffusion-computer-vision-robotics-1016" class="image--link"> <img loading="lazy" src="/themes/mit/src/img/placeholder/placeholder--frontpage--featured-news.jpg" width="390" height="260" alt="Vincent Sitzmann and Boyuan Chen place a toy apple in front of a robotic arm attached to a table. 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It can make flexible plans for robots, generate high-quality video, and help AI agents navigate digital environments. </span> </p> <p class="term-page--news-article--item--publication-date"> <time datetime="2024-10-16T20:10:00Z">October 16, 2024</time> </p> <p class="term-page--news-article--item--full-story visually-hidden"><a href="/2024/combining-next-token-prediction-video-diffusion-computer-vision-robotics-1016" class="term-page--news-article--item--full-story-link">Read full story</a> →</p> </div> </article> </div> </div> <nav role="navigation" aria-labelledby="pagination-heading" class="views--pager"> <div class="views--pager--inner"> <h4 id="pagination-heading" class="visually-hidden">Pagination</h4> <ul class="js-pager__items"> <li> Page 1 </li> <li> <a href="/topic/machine-learning?page=1" title="Go to next page" rel="next"> <span class="visually-hidden">Next page</span> <span class="pager--button pager--button--next"><svg class="arrow--point-east--slider" 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