Author

Chuqiao Kuang

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#artificial intelligence Preprint Sep 2026

Verifiable Hidden Dynamics Play: Generating Agentic RL Environments from Solved Mechanisms

Language-model agents increasingly face long-horizon tasks with evolving state, interdependent decisions, and delayed outcomes. Scaling their training requires diverse agentic environments, dependable outcome signals, and low extension cost. Existing generation pipelines commonly construct an environment before definin...

Xin-Jie Shen, Wei Fan, Xu-Dong Guo et al. · 0 citations

Preprint Aug 2026

Beyond Outcome Rewards: Step-Level Self-Distilled Policy Optimization for Deep Search Agents

Evidence Anchors are constructed, which are concise, step-level evidence snippets extracted from the web, as privileged information that captures key reasoning steps without revealing the entire answer path, and SSPO, which converts teacher-student disagreement into step-level advantage weights within GRPO, applied exc...

Haoze Wu, Chu-Qiao Kuang, Tian-Yi Zhuang et al. · 1 citation