Author

Handing Wang

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Preprint Aug 2026

CRIP: Channel Level Representation Injection for Personalized One-Shot Federated Learning

CRIP, a personalized OSFL framework that operates in the representation space via channel-level feature alignment, consistently outperforms local models and state-of-the-art baselines, validating the effectiveness of representation-space personalization under extreme domain heterogeneity.

Zijian Jiang, Chaoli Sun, Handing Wang et al. · 0 citations