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Andreas Krause

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Preprint Aug 2026

Enhancing VLM Reward Models Through Structure-Aware Fine-Tuning

Designing effective reward functions remains a major bottleneck in Reinforcement Learning (RL). Recent work uses large foundation Vision-Language Models (VLMs) as reward models, computing text-observation similarity to bypass manual reward engineering. Although promising, these rewards are often noisy and unreliable, l...

Pyrros Koussios, Chen-Hao Li, Xin Chen et al. · 0 citations

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