/* toggle */
Autonomy and Agency

Research in autonomy and agency

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.

Back to focus areasarrow_forward_ios
Related

News you may be interested in...

June 10, 2025
Inroads to personalized AI trip planning
Autonomy; Autonomy and Agency
Learning; Machine Learning Foundations
June 9, 2025
AI-enabled control system helps autonomous drones stay on target in uncertain environments
Autonomous vehicles
Autonomy; Autonomy and Agency
May 21, 2025
Learning how to predict rare kinds of failures
Autonomy; Autonomy and Agency
Communication and networks
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

Lorem ipsum odor amet, consectetuer adipiscing elit. Fusce vestibulum torquent placerat ipsum venenatis, duis in class onsectetur elit inceptos.

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.  
Autonomy & Agencyarrow_forward_ios
Computing & Soceity

Lorem ipsum odor amet, consectetuer adipiscing elit. Fusce vestibulum torquent placerat ipsum venenatis, duis in class onsectetur elit inceptos.

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

Lorem ipsum odor amet, consectetuer adipiscing elit. Fusce vestibulum torquent placerat ipsum venenatis, duis in class onsectetur elit inceptos.

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.
Computing & Sustainabilityarrow_forward_ios
Energy & Infrastructure

Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur.

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis.
Energy & Infrastructurearrow_forward_ios
Healthcare

Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur.

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis.
Healthcarearrow_forward_ios
Human Resources

Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur.

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis.
Human Resourcesarrow_forward_ios
Robotics & Autonomous Vehicles

Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur.

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis.
Robotics & AVsarrow_forward_ios
Sustainability & Environment

Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur.

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis.
Sustainability & Environmentarrow_forward_ios
Transportation

Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur.

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis.
Transportationarrow_forward_ios
Modeling, Computing, and Control (EIMC2)

Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur.

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis.
Modeling, Computing, Controlarrow_forward_ios
Autonomous Vehicles

Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur.

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis.
Autonomous Vehiclesarrow_forward_ios
Communications & Networks

Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur.

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis.
Communications & Networksarrow_forward_ios
Behavioral Science

Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur.

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis.
Behavioral Sciencearrow_forward_ios
Earth Observation

Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur.

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis.
Earth Observationarrow_forward_ios
Reinforcement learning

Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur.

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis.
Reinforcement Learningarrow_forward_ios
Learning and control

Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur.

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis.
Learning and Controlarrow_forward_ios
Statistical inference

Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur.

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis.
Statistical Inferencearrow_forward_ios
game theory

Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur.

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis.
Game Theoryarrow_forward_ios
Theory of Computation

Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur.

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis.
Theory of Computationarrow_forward_ios
Communication & Networks

Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur.

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis.
Communication & Networksarrow_forward_ios
Information Theory

Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur.

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis.
Information Theoryarrow_forward_ios