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most citedWhen Quantum and Classical Models Disagree: Learning Beyond Minimum Norm Least Square

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cs.AI2026

Minimax Optimal Variance-Aware Regret Bounds for Multinomial Logistic MDPs

Pierre Boudart, Pierre Gaillard, Alessandro Rudi

We study reinforcement learning for episodic Markov Decision Processes (MDPs) whose transitions are modelled by a multinomial logistic (MNL) model. Existing algorithms for MNL mixt…