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From Causal Graphs to Markovian States: Multi-Order State Exposure for Deep RL

Xu, Jiamin et al.
arXiv (All) · Papers
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Online reinforcement learning (RL) relies on the Markov property for guaranteed performance, but real-world applications often lack well-defined states given raw observed variables. While causal RL has attracted growing interest, existing work typically assumes Markovian states are provided and uses
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