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arxiv_cs_lg · Nov 6, 2026 · paper

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Goodhart in the Planner: Sampling-Based Control Exploits Rewards Learned from Human Preferences

arxiv.orgNov 6, 2026
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In brief

Robots increasingly choose actions by searching against a reward model learned from human preferences, in model-predictive control or best-of-$N$ selection; we measure what this does to the true objective. On HalfCheetah and Hopper with crowd-sourced labels, and on Meta-World dra

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