On the Tradeoff between Privacy Preservation and Byzantine-Robustness in
Decentralized Learning

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On the Tradeoff between Privacy Preservation and Byzantine-Robustness in Decentralized Learning

28 August 2023

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Papers citing "On the Tradeoff between Privacy Preservation and Byzantine-Robustness in Decentralized Learning"

11 / 11 papers shown

Title
Investigating Large Language Models in Diagnosing Students' Cognitive Skills in Math Problem-solving Hyoungwook Jin Yoonsu Kim Dongyun Jung Seungju Kim Kiyoon Choi J. Son Juho Kim LRM 117 0 0 01 Apr 2025
Byzantine-Robust Federated Learning with Variance Reduction and Differential Privacy Zikai Zhang Rui Hu 70 12 0 07 Sep 2023
Privacy-preserving Decentralized Federated Learning over Time-varying Communication Graph Yang Lu Zhengxin Yu N. Suri FedML 77 15 0 01 Oct 2022
Byzantine-Resilient Decentralized Stochastic Optimization with Robust Aggregation Rules Zhaoxian Wu Tianyi Chen Qing Ling 87 40 0 09 Jun 2022
Differential Privacy and Byzantine Resilience in SGD: Do They Add Up? R. Guerraoui Nirupam Gupta Rafael Pinot Sébastien Rouault John Stephan 67 30 0 16 Feb 2021
Can You Really Backdoor Federated Learning? Ziteng Sun Peter Kairouz A. Suresh H. B. McMahan FedML 85 580 0 18 Nov 2019
DP-ADMM: ADMM-based Distributed Learning with Differential Privacy Zonghao Huang Rui Hu Yuanxiong Guo Eric Chan-Tin Yanmin Gong FedML 86 197 0 30 Aug 2018
Subsampled Rényi Differential Privacy and Analytical Moments Accountant Yu Wang Borja Balle S. Kasiviswanathan 90 401 0 31 Jul 2018
Byzantine-Robust Distributed Learning: Towards Optimal Statistical Rates Dong Yin Yudong Chen Kannan Ramchandran Peter L. Bartlett OOD FedML 131 1,520 0 05 Mar 2018
Can Decentralized Algorithms Outperform Centralized Algorithms? A Case Study for Decentralized Parallel Stochastic Gradient Descent Xiangru Lian Ce Zhang Huan Zhang Cho-Jui Hsieh Wei Zhang Ji Liu 68 1,235 0 25 May 2017
Distributed Optimization Under Adversarial Nodes S. Sundaram Bahman Gharesifard AAML 83 221 0 29 Jun 2016

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