Cyffers, Edwige
- FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings
2022/10/10 by Jean Ogier du Terrail, Samy-Safwan Ayed, Terrail, Jean Ogier du +45 · 10 citations
Computer Science · Decision Sciences · #Big Data Technologies and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
- Privacy Amplification by Decentralization
2020/01/01 by Edwige Cyffers, Cyffers, Edwige, Aurélien Bellet +1 · 4 citations
Computer Science · Mathematics · #Cryptography and Data Security #Cryptography and Security (cs.CR) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Parallel #Privacy-Preserving Technologies in Data #Random Matrices and Applications #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
- Muffliato: Peer-to-Peer Privacy Amplification for Decentralized Optimization and Averaging
2022/06/10 by Edwige Cyffers, Mathieu Even, Cyffers, Edwige +5 · 3 citations
Computer Science · Engineering · #Cryptography and Security (cs.CR) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #Vehicular Ad Hoc Networks (VANETs) #and Cluster Computing (cs.DC)
- Differentially Private Decentralized Learning with Random Walks
2024/02/12 by Edwige Cyffers, Aurélien Bellet, Cyffers, Edwige +3 · 3 citations
Computer Science · Social Sciences · #Privacy-Preserving Technologies in Data #Privacy, Security, and Data Protection #Distributed systems and fault tolerance
- Optimal Classification under Performative Distribution Shift
2024/11/04 by Cyffers, Edwige, Pydi, Muni Sreenivas, Atif, Jamal +1 · 2 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)