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stat.ML2024
On Policy Evaluation Algorithms in Distributional Reinforcement Learning
Julian Gerstenberg, Ralph Neininger, Denis Spiegel
We introduce a novel class of algorithms to efficiently approximate the unknown return distributions in policy evaluation problems from distributional reinforcement learning (DRL).…
stat.ML2022
On solutions of the distributional Bellman equation
Julian Gerstenberg, Ralph Neininger, Denis Spiegel
In distributional reinforcement learning not only expected returns but the complete return distributions of a policy are taken into account. The return distribution for a fixed pol…