Constantin Philippenko

1. FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings
   2022/10/10 by Jean Ogier du Terrail, Terrail, Jean Ogier du, Samy-Safwan Ayed +45 · 24 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
2. Compressed and distributed least-squares regression: convergence rates with applications to Federated Learning
   2023/08/02 by Constantin Philippenko, Philippenko, Constantin, Aymeric Dieuleveut +1 · 2 citations
   Computer Science · Engineering · #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Privacy-Preserving Technologies in Data #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
3. Bidirectional compression in heterogeneous settings for distributed or\n federated learning with partial participation: tight convergence guarantees
   2020/06/25 by Constantin Philippenko, Philippenko, Constantin, Aymeric Dieuleveut +1 · 1 citation
   Computer Science · #Complexity and Algorithms in Graphs #Distributed Sensor Networks and Detection Algorithms #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques