Author

Xiaohua Xie

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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

#artificial intelligence Preprint Aug 2026

VersaGauss: A Versatile Framework for Generating Multiphase Dynamics with 3D Gaussians

VersaGauss is introduced, a unified framework for generation, simulation, and rendering that supports versatile physics-based dynamic generation, particularly for multiphase interactions, and proposes the Coupled Multiphase Point Method to effectively model and generate multiphase interactions.

Rui Su, Lingxiao Yang, Xiaohua Xie et al. · 1 citation · ⚡1

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