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Author

Jianhuang Lai

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Preprint Aug 2026

COSMO: Consensus-Driven Shift Modulation for Source-Free Domain Adaptation

COSMO replaces expert-to-expert guidance with co-adaptation through an anchored shared consensus and achieves state-of-the-art performance under matched VLM backbones, indicating that it better balances the retention of valid source-derived evidence with the absorption of complementary VLM evidence.

Bo Li, Junjie Peng, Xiaohua Xie et al. · 0 citations
Preprint Jul 2026

Physics-Grounded Fluid Video Generation with a Simulation Dataset and Dual-Stream Optical-Flow Supervision

A dual-stream image-to-video architecture built on a pretrained diffusion-transformer video generator that improves VideoPhy-2 Physical-Commonsense and Video-Quality scores over the frozen backbone by up to 8.75 and 4.65 points, outperforms a leading open competitor, and is preferred by human raters in a blind study.

Rui Su, Yuanzhi Liang, Xiaohua Xie et al. · 0 citations

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