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, Pei-Xi Peng, Yisen Zhao et al. · arXiv.org · 1 citation