Author

Puyi Wang

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Preprint Oct 2026

Connected Self Forcing: Beyond Local Learning in Video Autoregression

To stream long videos while maintaining visual quality and temporal consistency, Self Forcing mitigates exposure bias through self-rollout training on self-generated histories with key-value (KV) caching. To keep memory manageable, it detaches historical caches, preserving forward dependencies between chunks but severi...

Dong-Bin Zhang, Chao-Da Zheng, Kang-Jie Chen et al. · 0 citations

Preprint Aug 2026

SysEvolve: An AI-native, safe, autonomous adversarial attack-defense co-evolutionary system

The rapid advancement of large language models (LLMs) has created a growing asymmetry in cybersecurity, where attack accelerates toward autonomous execution while defense remains predominantly human-intensive. Despite substantial prior work across cyber ranges, AI-driven attack, and AI-driven defense, this asymmetry pe...

Yuhan Meng, Shao-Fei Li, Jiong-Hao Huang et al. · 0 citations