Byzantine-Resilient Decentralized Stochastic Optimization with Robust Aggregation Rules

9 June 2022

Tianyi Chen

Papers citing "Byzantine-Resilient Decentralized Stochastic Optimization with Robust Aggregation Rules"

20 / 20 papers shown

Title
GRANITE : a Byzantine-Resilient Dynamic Gossip Learning Framework Yacine Belal Mohamed Maouche Sonia Ben Mokhtar Anthony Simonet-Boulogne 30 0 0 24 Apr 2025
ByzSFL: Achieving Byzantine-Robust Secure Federated Learning with Zero-Knowledge Proofs Yongming Fan Rui Zhu Zihao Wang Chenghong Wang Haixu Tang Ye Dong Hyunghoon Cho Lucila Ohno-Machado 34 0 0 12 Jan 2025
Review of Mathematical Optimization in Federated Learning Shusen Yang Fangyuan Zhao Zihao Zhou Liang Shi Xuebin Ren Zongben Xu FedML AI4CE 67 0 0 02 Dec 2024
Byzantine-Resilient Output Optimization of Multiagent via Self-Triggered Hybrid Detection Approach Chenhang Yan Liping Yan Yuezu Lv Bolei Dong Yuanqing Xia AAML 15 0 0 17 Oct 2024
Unified Breakdown Analysis for Byzantine Robust Gossip Renaud Gaucher Aymeric Dieuleveut Hadrien Hendrikx FedML AAML 20 0 0 14 Oct 2024
A survey on secure decentralized optimization and learning Changxin Liu Nicola Bastianello Wei Huo Yang Shi Karl H. Johansson 26 1 0 16 Aug 2024
Generalization Error Matters in Decentralized Learning Under Byzantine Attacks Haoxiang Ye Qing Ling 26 0 0 11 Jul 2024
Data Quality in Edge Machine Learning: A State-of-the-Art Survey M. D. Belgoumri Mohamed Reda Bouadjenek Sunil Aryal Hakim Hacid 16 1 0 01 Jun 2024
Byzantine-Robust Gossip: Insights from a Dual Approach Renaud Gaucher Hadrien Hendrikx Aymeric Dieuleveut AAML 23 0 0 06 May 2024
Mean Aggregator Is More Robust Than Robust Aggregators Under Label Poisoning Attacks Jie Peng Weiyu Li Qing Ling OOD 34 1 0 21 Apr 2024
Scalable Distributed Optimization of Multi-Dimensional Functions Despite Byzantine Adversaries K. Kuwaranancharoen Lei Xin S. Sundaram 22 4 0 11 Mar 2024
Competitive Advantage Attacks to Decentralized Federated Learning Yuqi Jia Minghong Fang Neil Zhenqiang Gong FedML 18 1 0 20 Oct 2023
Byzantine-Resilient Decentralized Multi-Armed Bandits Jingxuan Zhu Alec Koppel Alvaro Velasquez Ji Liu 6 6 0 11 Oct 2023
On the Tradeoff between Privacy Preservation and Byzantine-Robustness in Decentralized Learning Haoxiang Ye He Zhu Qing Ling FedML 19 11 0 28 Aug 2023
Byzantine-Robust Decentralized Stochastic Optimization with Stochastic Gradient Noise-Independent Learning Error Jie Peng Weiyu Li Qing Ling 11 1 0 10 Aug 2023
Byzantine-Robust Distributed Online Learning: Taming Adversarial Participants in An Adversarial Environment Xingrong Dong Zhaoxian Wu Qing Ling Zhi Tian AAML 22 9 0 16 Jul 2023
On the Geometric Convergence of Byzantine-Resilient Distributed Optimization Algorithms K. Kuwaranancharoen S. Sundaram FedML 6 7 0 18 May 2023
Attacks on Robust Distributed Learning Schemes via Sensitivity Curve Maximization Christian A. Schroth Stefan Vlaski A. Zoubir FedML 43 1 0 27 Apr 2023
Decentralized Adversarial Training over Graphs Ying Cao Elsa Rizk Stefan Vlaski A. H. Sayed AAML 35 1 0 23 Mar 2023
Secure Distributed Optimization Under Gradient Attacks Shuhua Yu S. Kar 22 13 0 28 Oct 2022