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Author

Nan Duan

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Preprint Aug 2026

Long-Horizon Audio-Visual Generation for Persistent Stories and Interactive Worlds

Results indicate that memory, geometric control, and rollout-aware training provide a practical foundation for generating coherent stories and continuously evolving interactive worlds.

Nan Duan, Hao-Yang Huang, Wei-Yang Jin et al. · 3 citations · ⚡1
Jul 2026

Role-Break in Attention Heads: Understanding and Detecting Hallucinations in VLMs

A lightweight linear detector is built on top of Role-Break that requires no fine-tuning of the VLM, whose feature dimension stays below 5,000 and reaches an average AUROC of 93.23 across six VLMs and four benchmarks.

Mingyu Wang, Weilin Jin, Wenbo Li et al. · 0 citations

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