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Reward Learning through Ranking Mean Squared Error

Chaitanya Kharyal, Calarina Muslimani, Matthew E. Taylor
Jun 5, 2026 at 04:00
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arXiv:2601.09236v3 Announce Type: replace-cross Abstract: Reward design remains a significant bottleneck in applying reinforcement learning (RL) to real-world problems. A popular alternative is reward learning, where reward functions are inferred from human feedback rather than manually specified. Recent work has proposed learning reward...

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