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Revisiting Overestimation Bias Problem of Q-learning: Settling Large Discrete Action Space via Action Intersection

arXiv cs.LG · 2026-08-14 Cached

This paper revisits the overestimation bias in Q-learning under large discrete action spaces, proposing an action intersection strategy that enables semi-decoupling between two Q-functions to balance overestimation and underestimation. Experiments in tabular and deep RL settings show improved performance over several baselines.

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