Balancing Label Imbalance in Federated Environments Using Only Mixup and Artificially-Labeled Noiseby Kyle Sang, Tahseen…
CorBin-FL: A Differentially Private Federated Learning Mechanism using Common Randomnessby Hojat Allah Salehi, Md Jueal…
Federated Learning with Label-Masking Distillationby Jianghu Lu, Shikun Li, Kexin Bao, Pengju Wang, Zhenxing Qian,…
Data Poisoning and Leakage Analysis in Federated Learningby Wenqi Wei, Tiansheng Huang, Zachary Yahn, Anoop…
Green Federated Learning: A new era of Green Aware AIby Dipanwita Thakur, Antonella Guzzo, Giancarlo…
The Robustness of Spiking Neural Networks in Communication and its Application towards Network Efficiency in…
Communication-Efficient Federated Low-Rank Update Algorithm and its Connection to Implicit Regularizationby Haemin Park, Diego KlabjanFirst…
FedLF: Adaptive Logit Adjustment and Feature Optimization in Federated Long-Tailed Learningby Xiuhua Lu, Peng Li,…
Advances in APPFL: A Comprehensive and Extensible Federated Learning Frameworkby Zilinghan Li, Shilan He, Ze…
A Green Multi-Attribute Client Selection for Over-The-Air Federated Learning: A Grey-Wolf-Optimizer Approachby Maryam Ben Driss,…