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Robotics

Physics-Informed Model-Based Reinforcement Learning

Publications

We apply reinforcement learning (RL) to physical systems, in particular, robotic systems undergoing rigid body motion without contacts. One of the drawbacks of traditional RL algorithms has been their poor sample …

Tags: Reinforcement Learning, Model-Based Reinforcement Learning, Robotics, Physics-Informed Neural Networks

An Active Learning Framework for Efficient Robust Policy Search

Publications

Robust Policy Search is the problem of learning policies that do not degrade in performance when subject to unseen environment model parameters. It is particularly relevant for transferring policies learned in a …

Tags: Reinforcement Learning, Robust learning, Active learning, Robotics

Yelchuri Venkata Sai Harsha

Researchers

I’m Harsha Yelchuri, a robotics researcher. I graduated with a B.E. in Information Science from R.V. College of Engineering. After college, I jumped into research at the Indian Institute of Science. I worked on …

Tags: Robotics, Reinforcement Learning, Artificial Intelligence

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Founded in 2024, the School brings together several faculty with expertise in various areas of Data Science and AI, to work together on impactful problems of direct relevance to the society.

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044 2257 8980
office@dsai.iitm.ac.in
6th Floor, New Academic Complex 2,
Indian Institute of Technology Madras,
Chennai-600036, India

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