Search Results for author: Harley Wiltzer

Found 3 papers, 2 papers with code

A Distributional Analogue to the Successor Representation

1 code implementation13 Feb 2024 Harley Wiltzer, Jesse Farebrother, Arthur Gretton, Yunhao Tang, André Barreto, Will Dabney, Marc G. Bellemare, Mark Rowland

This paper contributes a new approach for distributional reinforcement learning which elucidates a clean separation of transition structure and reward in the learning process.

Distributional Reinforcement Learning Model-based Reinforcement Learning +1

Policy Optimization in a Noisy Neighborhood: On Return Landscapes in Continuous Control

1 code implementation NeurIPS 2023 Nate Rahn, Pierluca D'Oro, Harley Wiltzer, Pierre-Luc Bacon, Marc G. Bellemare

To conclude, we develop a distribution-aware procedure which finds such paths, navigating away from noisy neighborhoods in order to improve the robustness of a policy.

Continuous Control

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