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Embedded and AI Systems

We design and prototype cutting-edge AI and edge processing systems to meet the most demanding national security challenges. Our research team — comprising top experts from MIT Lincoln Laboratory and close collaborators from the DAF-MIT AI Accelerator — applies AI to sensor exploitation, human–AI teaming, decision support, and mission autonomy, with a strong emphasis on deploying AI at the tactical edge. In addition, the group develops tools and techniques for establishing trust in AI and applying AI to engineering design and scientific discovery. We work with sponsors and industry partners during the earliest stages of technology development, ensuring that our algorithms and hardware are optimized for performance and result in seamless system integration and technology transition. This approach speeds up the process of delivering these capabilities to warfighters.

We take technologies from concept to prototype, and ultimately to real-world demonstrations on relevant platforms — bridging the gap between research and operational deployment.

Featured Projects

a researcher looks through a small window on a large metal multichambered molecular beam epitaxy tool.
advanced materials
A new approach to materials discovery aims to expedite the process of deploying new materials for specific mission needs.
Responsible AI Toolbox art concept
artificial intelligence
We are building an open-source toolbox to help researchers more easily design, evaluate, and monitor artificial intelligence (AI) systems.
A schematic showing radar sensing as one application that can benefit from robust, trustworthy, and safe artificial intelligence in resource-constrained applications.
artificial intelligence
Robust, trustworthy, and safe machine learning algorithms that operate in resource-constrained environments will improve missile defense and other target recognition and mission planning systems.
A schematic showing the explainable artificial intelligence concept.
artificial intelligence
We are developing tools to enhance the explainability of artificial intelligence (AI) systems for improved human-AI collaboration.
ASERT square icon
artificial intelligence
We are developing scalable tools and techniques to accelerate the design and evaluation of reliable, mission-ready artificial intelligence systems.

Advancing Our Research

Featured Publications

GraphChallenge.org triangle counting performance [e-print]

Sep 22
2020 IEEE High Performance Computing Conf., HPEC, 22-24 September 2020.

Leveraging linear algebra to count and enumerate simple subgraphs

Sep 22
2020 IEEE High Performance Extreme Computing Conf., HPEC, 22-24 September 2020.