Search Results for author: Firas Al-Hafez

Found 3 papers, 2 papers with code

Time-Efficient Reinforcement Learning with Stochastic Stateful Policies

no code implementations7 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.

Continuous Control Imitation Learning +2

LS-IQ: Implicit Reward Regularization for Inverse Reinforcement Learning

1 code implementation1 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.

Continuous Control Imitation Learning +4

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