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Stephan, John

  1. 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)
  2. 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)
  3. 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
  4. 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
  5. 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)
  6. 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
  7. 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)
  8. 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)