2 papers
cs.LG2026
Robust Decentralized Personalized Federated Learning via Prediction-Constrained Neighborhood Collaboration
Xiao Ma, Hong Shen, Hui Tian +2
This paper proposes a robust decentralized personalized federated learning method R-DPFL, that enables clients to reduce the impact of Byzantine attacks via robust neighborhood dir…
cs.LG2026
Robust Decentralized Federated Distillation via Multi-Modality Knowledge Collaboration
Xiao Ma, Hong Shen, Hui Tian +2
This paper propose a robust decentralized federated distillation method that enables clients with heterogeneous models to collaborate through predictions on shared unlabeled public…