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Cheng Xi Tsou

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PHIRL: Aligning Learned Rewards with Task Progress for Inverse Reinforcement Learning

Hang Yu, James Staley, Cheng Xi Tsou وآخرون · 2026

Human demonstrations provide dense policy-level information but sometimes lack local precision. Human feedback presents accurate local critiques, but offers sparse evaluations rather than direct policy guidance. We propose Progress-Heuristicized Inverse Reinforcement Learning (PHIRL), a data-efficient framework that le …

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