Author

Xiyan Huang

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Preprint Oct 2026

MFVSR: A Multi-Style and Fine-Grained Benchmark for Video Subtitle Removal

Video subtitle removal (VSR) is an important video restoration task, yet existing evaluation remains limited by low-resolution datasets, fragmented test sets, and generic video-inpainting protocols that fail to adequately capture localized restoration errors, unintended modifications, temporal instability, and incomple...

Xi-Yan Huang, Qing-Dong He, Peng Tang et al. · 0 citations

Preprint Aug 2026

Quo Vadis, World Modeling?

This work conceptualize Agent-Centric Interactive World Proxies, shifting the fundamental paradigm from physical state transitions to agent-usable information transitions, such as execution outcomes, retrieved experiences or skills, and verification signals, broadening the scope of world modeling to provide versatile f...

Yu Yang, Xuemeng Yang, Licheng Wen et al. · 0 citations