Stephan, John
- Byzantine Machine Learning Made Easy by Resilient Averaging of Momentums
2022/05/24 by Farhadkhani, Sadegh, Guerraoui, Rachid, Gupta, Nirupam +2 · 13 citations
#Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
- Fixing by Mixing: A Recipe for Optimal Byzantine ML under Heterogeneity
2023/02/03 by Youssef Allouah, Allouah, Youssef, Sadegh Farhadkhani +9 · 12 citations
Computer Science · #Adversarial Robustness in Machine Learning #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
- On the Impossible Safety of Large AI Models
2022/09/30 by El-Mahdi El-Mhamdi, Sadegh Farhadkhani, El-Mhamdi, El-Mahdi +14 · 3 voices
Computer Science · #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #Topic Modeling #cs.AI #cs.CR #cs.LG
- On the Privacy-Robustness-Utility Trilemma in Distributed Learning
2023/02/09 by Youssef Allouah, Allouah, Youssef, Rachid Guerraoui +7 · 2 citations
Computer Science · #Privacy-Preserving Technologies in Data #Adversarial Robustness in Machine Learning #Cryptography and Data Security
- Differential Privacy and Byzantine Resilience in SGD: Do They Add Up?
2021/02/16 by Rachid Guerraoui, Guerraoui, Rachid, Nirupam Gupta +7 · 1 citation
Computer Science · #Age of Information Optimization #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 #and Cluster Computing (cs.DC)
- Adaptive Gradient Clipping for Robust Federated Learning
2024/05/23 by Youssef Allouah, Allouah, Youssef, Rachid Guerraoui +9 · 2 citations
Computer Science · #Distributed Sensor Networks and Detection Algorithms #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Neural Networks and Applications
- Robust Collaborative Learning with Linear Gradient Overhead
2022/09/22 by Farhadkhani, Sadegh, Guerraoui, Rachid, Gupta, Nirupam +3 · 1 citation
#Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
- CrowdProve: Community Proving for ZK Rollups
2025/01/06 by Stephan, John, Pavlovic, Matej, Locascio, Antonio +1 · 1 citation
#Distributed #FOS: Computer and information sciences #Parallel #and Cluster Computing (cs.DC)