Research
Research

Research

Algorithms Artificial Intelligence Computer Science and Artificial Intelligence Laboratory (CSAIL) Computer science and technology Data Electrical Engineering & Computer Science (eecs) IDSS Internet Laboratory for Information and Decision Systems (LIDS) machine learning MIT Schwarzman College of Computing Networks Research School of Engineering

Researchers create a tool for accurately simulating complex systems

The system they developed eliminates a source of bias in simulations, leading to improved algorithms that can boost the performance of applications.

Algorithms Artificial Intelligence Chemical engineering Collaboration Data Electrical Engineering & Computer Science (eecs) Health Care Industry machine learning Manufacturing Mechanical engineering Medicine Pharmaceuticals Research School of Engineering

Researchers develop novel AI-based estimator for manufacturing medicine

A collaborative research team from the MIT-Takeda Program combined physics and machine learning to characterize rough particle surfaces in pharmaceutical pills and powders.

Artificial Intelligence Civil and environmental engineering computer-vision DMSE machine learning Materials science and engineering Research School of Engineering

Deep-learning system explores materials’ interiors from the outside

A new method could provide detailed information about internal structures, voids, and cracks, based solely on data about exterior conditions.

Algorithms Artificial Intelligence Bioinspiration Civil and environmental engineering Computer science and technology Department of Energy (DoE) machine learning Materials science and engineering MIT Schwarzman College of Computing MIT-IBM Watson AI Lab National Institutes of Health (NIH) Proteins Research School of Engineering

AI system can generate novel proteins that meet structural design targets

These tunable proteins could be used to create new materials with specific mechanical properties, like toughness or flexibility.

Algorithms Artificial Intelligence Autonomous vehicles Computer Science and Artificial Intelligence Laboratory (CSAIL) Computer science and technology Data Distributed Robotics Laboratory Drones Electrical Engineering & Computer Science (eecs) machine learning MIT Schwarzman College of Computing Networks Neuroscience Research Robotics School of Engineering

Drones navigate unseen environments with liquid neural networks

MIT researchers exhibit a new advancement in autonomous drone navigation, using brain-inspired liquid neural networks that excel in out-of-distribution scenarios.

Algorithms Artificial Intelligence Computer Science and Artificial Intelligence Laboratory (CSAIL) Computer science and technology Drug development Drug discovery Electrical Engineering & Computer Science (eecs) Jameel Clinic machine learning Medicine MIT Schwarzman College of Computing Pharmaceuticals Research School of Engineering

Speeding up drug discovery with diffusion generative models

MIT researchers built DiffDock, a model that may one day be able to find new drugs faster than traditional methods and reduce the potential for adverse side effects.

Artificial Intelligence Broad Institute Computer science and technology Data Electrical Engineering & Computer Science (eecs) IDSS Laboratory for Information and Decision Systems (LIDS) machine learning MIT Schwarzman College of Computing National Science Foundation (NSF) Research School of Engineering

A method for designing neural networks optimally suited for certain tasks

With the right building blocks, machine-learning models can more accurately perform tasks like fraud detection or spam filtering.

Artificial Intelligence Bacteria Bioengineering and biotechnology Biological engineering Brain and cognitive sciences Broad Institute Cells Drug delivery McGovern Institute Nanoscience and nanotechnology Proteins Research School of Engineering School of Science

Bacterial injection system delivers proteins in mice and human cells

With further development, the programmable system could be used in a range of applications including gene and cancer therapies.

Algorithms Artificial Intelligence Computer Science and Artificial Intelligence Laboratory (CSAIL) Computer science and technology Data Electrical Engineering & Computer Science (eecs) machine learning MIT Schwarzman College of Computing Research School of Engineering Sustainable computing

Learning to grow machine-learning models

New LiGO technique accelerates training of large machine-learning models, reducing the monetary and environmental cost of developing AI applications.

Agriculture Artificial Intelligence Carbon dioxide Civil and environmental engineering Climate Climate change Computer science and technology Faculty Food J-WAFS Lincoln Laboratory machine learning Plants Profile Research Satellites School of Engineering sensors Water

Detailed images from space offer clearer picture of drought effects on plants

J-WAFS researchers are using remote sensing observations to build high-resolution systems to monitor drought.