Search Results for author: Sridhar Pandian Arunachalam

Found 3 papers, 1 papers with code

Holo-Dex: Teaching Dexterity with Immersive Mixed Reality

no code implementations12 Oct 2022 Sridhar Pandian Arunachalam, Irmak Güzey, Soumith Chintala, Lerrel Pinto

A fundamental challenge in teaching robots is to provide an effective interface for human teachers to demonstrate useful skills to a robot.

Mixed Reality

Dexterous Imitation Made Easy: A Learning-Based Framework for Efficient Dexterous Manipulation

no code implementations24 Mar 2022 Sridhar Pandian Arunachalam, Sneha Silwal, Ben Evans, Lerrel Pinto

Optimizing behaviors for dexterous manipulation has been a longstanding challenge in robotics, with a variety of methods from model-based control to model-free reinforcement learning having been previously explored in literature.

Imitation Learning

The Surprising Effectiveness of Representation Learning for Visual Imitation

1 code implementation2 Dec 2021 Jyothish Pari, Nur Muhammad Shafiullah, Sridhar Pandian Arunachalam, Lerrel Pinto

One reason such complexities arise is because standard visual imitation frameworks try to solve two coupled problems at once: learning a succinct but good representation from the diverse visual data, while simultaneously learning to associate the demonstrated actions with such representations.

Imitation Learning Representation Learning +1

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