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Simpler models can outperform deep learning at climate pred…
New research shows the natural variability in climate data can cause AI models to struggle at predicting local temperature and rainfall....
A new model predicts how molecules will dissolve in differe…
Solubility predictions could make it easier to design and synthesize new drugs, while minimizing the use of more hazardous solvents....
MIT ML Research
Eco-driving measures could significantly reduce vehicle emi…
New research shows automatically controlling vehicle speeds to mitigate traffic at intersections can cut carbon emissions between 11 and 22 percent......
Helping data storage keep up with the AI revolution
Storage systems from Cloudian, co-founded by an MIT alumnus, are helping businesses feed data-hungry AI models and agents at scale....
AI helps chemists develop tougher plastics
Researchers created polymers that are more resistant to tearing by incorporating stress-responsive molecules identified by a machine-learning model......
New algorithms enable efficient machine learning with symme…
This new approach could lead to enhanced AI models for drug and materials discovery....
Robot, know thyself: New vision-based system teaches machin…
Neural Jacobian Fields, developed by MIT CSAIL researchers, can learn to control any robot from a single camera, without any other sensors....
New machine-learning application to help researchers predic…
ChemXploreML makes advanced chemical predictions easier and faster — without requiring deep programming skills....
Scientists apply optical pooled CRISPR screening to identif…
Combining powerful imaging, perturbational screening, and machine learning, researchers uncover new human host factors that alter Ebola’s ability to i...
A new way to edit or generate images
MIT researchers found that special kinds of neural networks, called encoders or “tokenizers,” can do much more than previously realized....
The unique, mathematical shortcuts language models use to p…
Language models follow changing situations using clever arithmetic, instead of sequential tracking. By controlling when these approaches are used, eng...
Model predicts long-term effects of nuclear waste on underg…
The simulations matched results from an underground lab experiment in Switzerland, suggesting modeling could be used to validate the safety of nuclear...
New tool gives anyone the ability to train a robot
MIT engineers designed a versatile interface that allows users to teach robots new skills in intuitive ways....
This “smart coach” helps LLMs switch between text and code
The CodeSteer system could boost large language models’ accuracy when solving complex problems, such as scheduling shipments in a supply chain....
Can AI really code? Study maps the roadblocks to autonomous…
A team of researchers has mapped the challenges of AI in software development, and outlined a research agenda to move the field forward....
Study could lead to LLMs that are better at complex reasoni…
Researchers developed a way to make large language models more adaptable to challenging tasks like strategic planning or process optimization....