Author

Chennan Zhou

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Preprint Aug 2026

ReflectRL: Learning from Golden Negative Trajectories via Reflective-to-Direct Reasoning

ReflectRL is proposed, a lightweight plug-and-play framework that learns from Golden Negative Trajectories during on-policy training, and first uses these trajectories to elicit Reflective Reasoning, then applies Reflective-to-Direct Policy Transition to transfer the acquired reasoning behavior back to Direct Reasoning...

Jin-He Bi, Chennan Zhou, Zeng-Jie Jin et al. · 2 citations

#machine learning Preprint Aug 2026

Reproducible macroscopic dynamics in a closed-loop human-AI learning system

An externally anchored leading-order effective field linking empirical dynamics, an interpretable mechanism and neural computation is identified linking empirical dynamics, an interpretable mechanism and neural computation in closed-loop human-AI systems.

Min-Lin Wu, Xu Fang, Yi-Cheng Zhang et al. · 0 citations