no code implementations • 7 Nov 2023 • Firas Al-Hafez, Guoping Zhao, Jan Peters, Davide Tateo
Stateful policies play an important role in reinforcement learning, such as handling partially observable environments, enhancing robustness, or imposing an inductive bias directly into the policy structure.
2 code implementations • 4 Nov 2023 • Firas Al-Hafez, Guoping Zhao, Jan Peters, Davide Tateo
Imitation Learning (IL) holds great promise for enabling agile locomotion in embodied agents.
1 code implementation • 1 Mar 2023 • Firas Al-Hafez, Davide Tateo, Oleg Arenz, Guoping Zhao, Jan Peters
Recent methods for imitation learning directly learn a $Q$-function using an implicit reward formulation rather than an explicit reward function.