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Research2026-05-08

Prediction-Based Markov Violation Scores for Detecting Non-Markovian Observations in Reinforcement Learning

Source: Arxiv CS.AI

arXiv:2603.27389v2 Announce Type: replace-cross Abstract: Reinforcement learning algorithms assume that observations satisfy the Markov property, yet real-world sensors frequently violate this assumption through correlated noise, latency, or partial observability. Standard performance metrics...

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