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Author

Zhuojian Li

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Preprint Aug 2026

MISO: Model-Internal-State-Guided Optimization for Ranking Models

Model Internal State Optimization (MISO), a systems workflow that uses model internal states (MIS), including parameters, activations, gradients, and normalization statistics, to prioritize such local optimization decisions.

Yongzhen Zhang, Xiaoyu Deng, Yifan He et al. · 0 citations
Jul 2026

TAPO: Transition-Aware Policy Optimization for LLM Agents

This work proposes TAPO: Transition-Aware Policy Optimization for LLM Agents, a unified training framework that alternates between policy optimization and transition supervision, and demonstrates that TAPO consistently improves task performance over pure policy optimization baselines.

Cong Li, Peixi Peng, Yisen Zhao et al. · 0 citations

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