Author

Qing Li

2 papers indexed here

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Preprint Aug 2026

Meta-Moderator: Empowering Multi-Agent Debate with Meta-Cognition

Meta-Moderator is introduced, a learnable framework that dynamically regulates debate and decides when to finalize an answer, and outperforms widely used decision layers and transfers across tasks and system configurations.

Wentao Hu, Zhuoyue Wan, Jin-Hao Shen et al. · 0 citations

#machine learning Preprint Sep 2026

TrajMind: Chaining Role-Specialized LoRAs for Fast-and-Slow Collective Trajectory Anomaly Diagnosis

Diagnosing collective anomalies from urban trajectories is increasingly important for traffic governance, as it reveals what happened, who was involved, and where and when the event occurred. Existing detectors efficiently produce scores or labels, whereas vision--language pipelines provide richer semantics; neither co...

Jiahai Wu, Zhen-Qun Yang, Chen Jason Zhang et al. · 0 citations