Author

Zuo-Qiang Liu

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Open access Aug 2026

Bridging Model Heterogeneity in Federated Learning with Group Prototypical Alignment

FedGPA is proposed, a hierarchical framework in which clients with comparable resources and identical architectures form a group and a server mediates knowledge transfer across groups of diverse models, and at its core, the lightweight, model-agnostic Aligned Co-decision (Alco) Unit aligns class-level prototypical info...

Liyinglan Liu, Zikai Xiao, Zi-Han Chen et al. · Journal of Machine Learning... · 0 citations

Open access Jul 2026

A multimodal vision-language model for comprehensive dental diagnosis and enhanced clinical practice

DentVLM is a dental vision-language model developed to support dental diagnosis across seven oral imaging modalities and 36 tasks that surpasses junior readers, matches intermediate general practitioners and approaches senior specialists, and reduces diagnostic time by 15.0-37.0% in collaborative clinical workflows.

Zijie Meng, Jinxiang Hao, Xi-Wei Dai et al. · Nature Communications · 1 citation