Author

Bo Li

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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