Phocas: dimensional Byzantine-resilient stochastic gradient descent

23 May 2018

Papers citing "Phocas: dimensional Byzantine-resilient stochastic gradient descent"

24 / 24 papers shown

Title
Coded Robust Aggregation for Distributed Learning under Byzantine Attacks Chengxi Li Ming Xiao Mikael Skoglund AAML OOD 80 0 0 17 May 2025
Privacy-Preserving Aggregation for Decentralized Learning with Byzantine-Robustness Ali Reza Ghavamipour Benjamin Zi Hao Zhao Oguzhan Ersoy Fatih Turkmen FedML AAML 80 3 0 27 Apr 2024
Byzantine-Robust Distributed Online Learning: Taming Adversarial Participants in An Adversarial Environment Xingrong Dong Zhaoxian Wu Qing Ling Zhi Tian AAML 165 15 0 16 Jul 2023
Flag Aggregator: Scalable Distributed Training under Failures and Augmented Losses using Convex Optimization Hamidreza Almasi Harshit Mishra Balajee Vamanan Sathya Ravi FedML 101 0 0 12 Feb 2023
A Robust Classification Framework for Byzantine-Resilient Stochastic Gradient Descent Shashank Reddy Chirra K. Nadimpalli Shrisha Rao 90 0 0 16 Jan 2023
zPROBE: Zero Peek Robustness Checks for Federated Learning Zahra Ghodsi Mojan Javaheripi Nojan Sheybani Xinqiao Zhang Ke Huang F. Koushanfar FedML 149 22 0 24 Jun 2022
Byzantine-Resilient Decentralized Stochastic Optimization with Robust Aggregation Rules Zhaoxian Wu Tianyi Chen Qing Ling 128 47 0 09 Jun 2022
Byzantine Fault Tolerance in Distributed Machine Learning : a Survey Djamila Bouhata Hamouma Moumen Moumen Hamouma Ahcène Bounceur AI4CE 161 8 0 05 May 2022
Combining Differential Privacy and Byzantine Resilience in Distributed SGD R. Guerraoui Nirupam Gupta Rafael Pinot Sébastien Rouault John Stephan FedML 129 5 0 08 Oct 2021
Byzantine Fault-Tolerance in Federated Local SGD under 2f-Redundancy Nirupam Gupta Thinh T. Doan Nitin H. Vaidya FedML 91 11 0 26 Aug 2021
A Survey on Fault-tolerance in Distributed Optimization and Machine Learning Shuo Liu AI4CE OOD 117 13 0 16 Jun 2021
Stochastic Alternating Direction Method of Multipliers for Byzantine-Robust Distributed Learning Feng-Shih Lin Weiyu Li Qing Ling FedML 159 6 0 13 Jun 2021
Differential Privacy and Byzantine Resilience in SGD: Do They Add Up? R. Guerraoui Nirupam Gupta Rafael Pinot Sébastien Rouault John Stephan 105 34 0 16 Feb 2021
Robust Federated Recommendation System Chen Chen Jingfeng Zhang A. Tung Mohan Kankanhalli Gang Chen FedML 113 28 0 15 Jun 2020
Secure Byzantine-Robust Machine Learning Lie He Sai Praneeth Karimireddy Martin Jaggi OOD 129 64 0 08 Jun 2020
Distributed Momentum for Byzantine-resilient Learning El-Mahdi El-Mhamdi R. Guerraoui Sébastien Rouault FedML 73 22 0 28 Feb 2020
On Robust Mean Estimation under Coordinate-level Corruption Zifan Liu Jongho Park Theodoros Rekatsinas Christos Tzamos 92 10 0 10 Feb 2020
Byzantine Resilient Non-Convex SVRG with Distributed Batch Gradient Computations Prashant Khanduri Saikiran Bulusu Pranay Sharma P. Varshney 81 10 0 10 Dec 2019
Fast Machine Learning with Byzantine Workers and Servers El-Mahdi El-Mhamdi R. Guerraoui Arsany Guirguis 121 3 0 18 Nov 2019
Byzantine-Resilient Stochastic Gradient Descent for Distributed Learning: A Lipschitz-Inspired Coordinate-wise Median Approach Haibo Yang Xin Zhang Minghong Fang Jia-Wei Liu 82 45 0 10 Sep 2019
BRIDGE: Byzantine-resilient Decentralized Gradient Descent Cheng Fang Zhixiong Yang W. Bajwa 143 109 0 21 Aug 2019
Zeno++: Robust Fully Asynchronous SGD Cong Xie Oluwasanmi Koyejo Indranil Gupta FedML 148 114 0 17 Mar 2019
SLSGD: Secure and Efficient Distributed On-device Machine Learning Cong Xie Oluwasanmi Koyejo Indranil Gupta FedML 85 14 0 16 Mar 2019
RSA: Byzantine-Robust Stochastic Aggregation Methods for Distributed Learning from Heterogeneous Datasets Liping Li Canran Xu Xiangnan He Yixin Cao Tat-Seng Chua FedML 193 617 0 09 Nov 2018