Author

Jianwei Lv

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Preprint Sep 2026

EGSD: Event-Grounded Self-Distillation for Streaming Video Understanding

Real-time video understanding requires incrementally maintaining a memory of streaming content, and optimizing this requires dense process signals. On-Policy Self-Distillation (OPSD), which lets one model serve as both teacher and student with the teacher receiving additional privileged information such as the question...

Yu-Wei Miao, Xue-Sheng Zhang, Wen-Hao Zou et al. · 0 citations

Preprint Aug 2026

G-CARL: Grounded Checklist-Aligned Reward Learning for Patient-Oriented Medical Report Interpretation

G-CARL, a grounded, checklist-aligned reinforcement learning framework that combines multi-source retrieval for atomic claim verification with context-aware, instance-specific weighted checklists for response coverage, providing structured supervision for factuality, user-demand satisfaction, and expression quality wit...

Shiao Xie, Siyu Chen, Jian-Wei Lv et al. · 0 citations