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LIDS Research

LIDS research ranges from development of basic theory, methodologies, algorithms, and computational infrastructures to adaptations of this work for challenging applications in a broad array of fields.

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OUR RESEARCH

LIDS research

LIDS research builds on decades of foundational research in the laboratory. Our goal is to enhance the human experience by infusing computing with the physical and social fabric of our lives to augment humans. Our focus areas the key pillars of this vision.

Research in LIDS addresses and is driven by broad challenges, emerging applications, critical needs, and intellectual opportunities for technological advances in numerous impact areas.  

Researchers at LIDS are leaders of their research fields, moving and shaping these fields to our vision and to the needs of the impact areas. The wide range of fields range from statistics and optimization to robotics and behavioral science.

Most of the research activities in LIDS cut across disciplinary boundaries and involve collaboration with colleagues across MIT. LIDS collaborations also extend beyond MIT. In addition to partnering with colleagues at other top academic institutions around the world, we continue to develop relationships with industrial organizations and national laboratories. We continue to establish several research initiatives that bring together our faculty and PIs along with others across MIT and beyond. Our initiatives support building new communities.
Machine learning

LIDS focuses on scalable algorithms in inference and machine learning, extracting insights from complex data for estimation, optimization, and control.

LIDS is a center of gravity at MIT for machine learning research. LIDS research has made pioneering contributions to machine leaning theory, algorithms and applications, including key advances in relevant disciplines, such as statistics, optimization and game theory.
Machine Learning Foundationsarrow_forward_ios
Autonomy & Agency

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The ability to reason and make critical decisions will enable computers to take on tasks with unprecedented complexity. LIDS research has made pioneering contributions that enable autonomous systems and agents to successfully perform important tasks in the physical world.  
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Computing & Soceity

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As computing continues to infuse into the physical and social fabric of our lives, its societal implications take on a critical importance. LIDS research has provided key insights into some of the most pressing issues, for example, in healthcare and human resources.
Computing & Societyarrow_forward_ios
Computing & Sustainability

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As the footprint of computing continues to grow, so does its impact on our energy infrastructre, our supply chains and our planet. LIDS research has helped identify pressing issues and found solutions to support the growing footprint of computing.
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Energy & Infrastructure

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Energy & Infrastructurearrow_forward_ios
Healthcare

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Healthcarearrow_forward_ios
Human Resources

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Human Resourcesarrow_forward_ios
Robotics & Autonomous Vehicles

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Robotics & AVsarrow_forward_ios
Sustainability & Environment

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Sustainability & Environmentarrow_forward_ios
Transportation

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Transportationarrow_forward_ios
Modeling, Computing, and Control (EIMC2)

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Modeling, Computing, Controlarrow_forward_ios
Autonomous Vehicles

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Autonomous Vehiclesarrow_forward_ios
Communications & Networks

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Communications & Networksarrow_forward_ios
Behavioral Science

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Behavioral Sciencearrow_forward_ios
Earth Observation

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Earth Observationarrow_forward_ios
Reinforcement learning

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Reinforcement Learningarrow_forward_ios
Learning and control

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Learning and Controlarrow_forward_ios
Statistical inference

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Statistical Inferencearrow_forward_ios
game theory

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Game Theoryarrow_forward_ios
Theory of Computation

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Theory of Computationarrow_forward_ios
Communication & Networks

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Communication & Networksarrow_forward_ios
Information Theory

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Information Theoryarrow_forward_ios
Research Initiatives

The laboratory leads key research initiatives that brings together our researchers and the relevant industry

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Discover Autonomous vehiclesarrow_forward_ios

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Discover Energy & Infrastructurearrow_forward_ios

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Discover Behavioral Science and Intelligencearrow_forward_ios