Search Results for author: Vittorio Caggiano

Found 4 papers, 2 papers with code

MyoDex: A Generalizable Prior for Dexterous Manipulation

no code implementations6 Sep 2023 Vittorio Caggiano, Sudeep Dasari, Vikash Kumar

While prior work has synthesized single musculoskeletal control behaviors, MyoDex is the first generalizable manipulation prior that catalyzes the learning of dexterous physiological control across a large variety of contact-rich behaviors.

Multi-Task Learning

SAR: Generalization of Physiological Agility and Dexterity via Synergistic Action Representation

no code implementations7 Jul 2023 Cameron Berg, Vittorio Caggiano, Vikash Kumar

To the best of our knowledge, this investigation is the first of its kind to present an end-to-end pipeline for discovering synergies and using this representation to learn high-dimensional continuous control across a wide diversity of tasks.

Continuous Control

MyoSuite -- A contact-rich simulation suite for musculoskeletal motor control

2 code implementations26 May 2022 Vittorio Caggiano, Huawei Wang, Guillaume Durandau, Massimo Sartori, Vikash Kumar

Current frameworks for musculoskeletal control do not support physiological sophistication of the musculoskeletal systems along with physical world interaction capabilities.

Continuous Control

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