no code implementations • 6 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.
1 code implementation • 6 Sep 2023 • Pierre Schumacher, Thomas Geijtenbeek, Vittorio Caggiano, Vikash Kumar, Syn Schmitt, Georg Martius, Daniel F. B. Haeufle
Humans excel at robust bipedal walking in complex natural environments.
no code implementations • 7 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.
2 code implementations • 26 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.