2025 "information-theoretic perspective" Papers

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Demystifying Reasoning Dynamics with Mutual Information: Thinking Tokens are Information Peaks in LLM Reasoning

Chen Qian, Dongrui Liu, Hao Wen et al.

NEURIPS 2025arXiv:2506.02867
22
citations

Information-Theoretic Reward Decomposition for Generalizable RLHF

Liyuan Mao, Haoran Xu, Amy Zhang et al.

NEURIPS 2025posterarXiv:2504.06020
3
citations