Author

Qiu-Hong Ke

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Preprint Aug 2026

CineDub: Scaling End-to-End Video Dubbing to Multi-Speaker Dialogues with Coherent Sound Effects

Automatic video dubbing in the wild remains fundamentally limited by two competing constraints: hierarchical methods depend on brittle, multi-stage preprocessing pipelines that severely restrict data scalability and practical deployment, while holistic approaches operating on uncropped video suffer from weak temporal a...

Yu-Sheng Dai, Kangdi Wang, Baolong Gao et al. · 1 citation

Preprint Sep 2026

Self-Aligned Forcing: Streaming Video Diffusion with Differentiable Noisy History

Autoregressive video diffusion enables interactive streaming generation, but suffers from error accumulation over long rollouts. Self-rollout training reduces exposure bias, yet finite rollouts leave long-range drift unresolved. We observe that the noise level of the history key-value (K/V) representations trades visua...

Weiqiang Wang, Zhuo-Kun Chen, Yu-Sheng Dai et al. · 0 citations