Regularizing and Aggregating Clients with Class Distribution for Personalized Federated Learningby Gyuejeong Lee, Daeyoung ChoiFirst…
Fed-Sophia: A Communication-Efficient Second-Order Federated Learning Algorithmby Ahmed Elbakary, Chaouki Ben Issaid, Mohammad Shehab, Karim…
Decentralized Personalized Federated Learningby Salma Kharrat, Marco Canini, Samuel HorvathFirst submitted to arxiv on: 10…
Optimisation of federated learning settings under statistical heterogeneity variationsby Basem Suleiman, Muhammad Johan Alibasa, Rizka…
Lurking in the shadows: Unveiling Stealthy Backdoor Attacks against Personalized Federated Learningby Xiaoting Lyu, Yufei…
Federated learning in food researchby Zuzanna Fendor, Bas H.M. van der Velden, Xinxin Wang, Andrea…
Federated LoRA with Sparse Communicationby Kevin Kuo, Arian Raje, Kousik Rajesh, Virginia SmithFirst submitted to…
FedLLM-Bench: Realistic Benchmarks for Federated Learning of Large Language Modelsby Rui Ye, Rui Ge, Xinyu…
When Swarm Learning meets energy series data: A decentralized collaborative learning design based on blockchainby…
R-CONV: An Analytical Approach for Efficient Data Reconstruction via Convolutional Gradientsby Tamer Ahmed Eltaras, Qutaibah…