Jingren Zhou

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Publication activitypapers/week, last 8 weeks

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Reasoning & Chain-of-Thought (1)RLHF & Preference Learning (1)Training Efficiency & Optimization (1)

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Chiyu Ma (1)Shuo Yang (1)Kexin Huang (1)Jinda Lu (1)

Papers (1)

Mar 20, 2026

Chiyu Ma +91w ago

FIPO: Eliciting Deep Reasoning with Future-KL Influenced Policy Optimization

LLMs can reason through chains of thought 2.5x longer and achieve 8% higher accuracy on complex math problems by optimizing for token-level influence on future trajectory behavior.

Chiyu Ma, Shuo Yang, Kexin Huang +7

Reasoning & Chain-of-Thought RLHF & Preference Learning Training Efficiency & Optimization

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Jingren Zhou

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (1)