Author

Yipeng Shi

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Jul 2026

PATS: Policy-Aware Training Scaffolding for Agentic Reinforcement Learning

This work proposes a policy-centric training paradigm that reframes skills as a dynamic training scaffold and converts rollout groups from the latest policy into evidence cards and uses task-specific evaluation to adjust the context used in subsequent rollouts.

Yipeng Shi, Zhi-Peng Ma, Yue Wang et al. · arXiv.org · 0 citations