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Author

Michael S. Littman

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Recurrent Memory as State Abstraction Over History

This work considers agent memory as a temporally-extended abstraction over the agent’s observation-action history, and derives POMDP classes by applying traditional MDP state abstractions, such as model-preservation, optimal value Q ∗ preservation, and optimal policy π ∗ preservation, to the POMDP setting.

Aaron Kirtland, Alexander Ivanov, Cameron S. Allen et al. · 1 citation

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