Architectural Blueprint For Heterogeneity-Resilient Federated Learningby Satwat Bashir, Tasos Dagiuklas, Kasra Kassai, Muddesar IqbalFirst submitted…
On-demand Quantization for Green Federated Generative Diffusion in Mobile Edge Networksby Bingkun Lai, Jiayi He,…
Boosting Fairness and Robustness in Over-the-Air Federated Learningby Halil Yigit Oksuz, Fabio Molinari, Henning Sprekeler,…
Many-Objective Multi-Solution Transportby Ziyue Li, Tian Li, Virginia Smith, Jeff Bilmes, Tianyi ZhouFirst submitted to…
FL-GUARD: A Holistic Framework for Run-Time Detection and Recovery of Negative Federated Learningby Hong Lin,…
HeteroSwitch: Characterizing and Taming System-Induced Data Heterogeneity in Federated Learningby Gyudong Kim, Mehdi Ghasemi, Soroush…
Decoupled Vertical Federated Learning for Practical Training on Vertically Partitioned Databy Avi Amalanshu, Yash Sirvi,…
SPEAR:Exact Gradient Inversion of Batches in Federated Learningby Dimitar I. Dimitrov, Maximilian Baader, Mark Niklas…
OCD-FL: A Novel Communication-Efficient Peer Selection-based Decentralized Federated Learningby Nizar Masmoudi, Wael JaafarFirst submitted to…
Averaging Rate Scheduler for Decentralized Learning on Heterogeneous Databy Sai Aparna Aketi, Sakshi Choudhary, Kaushik…