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Stabilizing Policy Optimization via Logits Convexity

Logits convexity explains supervised fine-tuning stability versus RL instability, and the proposed LCO framework improves policy optimization stability and benchmark performance.

Hongzhan Chen, Tao Yang, Yuhua Zhu, Shiping Gao and 2 more

Paris Poster Session 2, Wed, Dec 9, 5:00 PM–7:00 PM, Paris Poster Hall · Published 2026

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AI panel: 13 of 20 reviewers recommend it
lenient 4/5
medium 9/10
strict 0/5