"optimal advantage function" Papers

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Accelerating RL for LLM Reasoning with Optimal Advantage Regression

Kianté Brantley, Mingyu Chen, Zhaolin Gao et al.

NEURIPS 2025arXiv:2505.20686
12
citations

Learning Optimal Advantage from Preferences and Mistaking It for Reward

W Bradley Knox, Stephane Hatgis-Kessell, Sigurdur Orn Adalgeirsson et al.

AAAI 2024paperarXiv:2310.02456
16
citations