From Dueling Bandits to Episodic MDPs: Learning with Adversarial Preference Feedback

arXiv:2507.11706 · cs.LG, stat.ML · Submitted 2025-07-15 · Read on arXiv

cs.LG, stat.ML

Submitted: 2025-07-15

Updated: 2026-10-23

Terminology

• Regret — 5× in this paper · explained in 4 episodes
• Regret Bound — 2× in this paper · explained in 2 episodes
• Reward Function — 1× in this paper · explained in 4 episodes

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