Decentralized Federated Policy Gradient with Byzantine Fault-Tolerance
and Provably Fast Convergence

Decentralized Federated Policy Gradient with Byzantine Fault-Tolerance and Provably Fast Convergence

7 January 2024

Florian Grötschla

Flint Xiaofeng Fan

Roger Wattenhofer

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Papers citing "Decentralized Federated Policy Gradient with Byzantine Fault-Tolerance and Provably Fast Convergence"

12 / 12 papers shown

Title
PAGE-PG: A Simple and Loopless Variance-Reduced Policy Gradient Method with Probabilistic Gradient Estimation Matilde Gargiani Andrea Zanelli Andrea Martinelli Tyler H. Summers John Lygeros 63 14 0 01 Feb 2022
MDPGT: Momentum-based Decentralized Policy Gradient Tracking Zhanhong Jiang Xian Yeow Lee Sin Yong Tan Kai Liang Tan Aditya Balu Young M. Lee Chinmay Hegde Soumik Sarkar 75 7 0 06 Dec 2021
Fault-Tolerant Federated Reinforcement Learning with Theoretical Guarantee Flint Xiaofeng Fan Yining Ma Zhongxiang Dai Wei Jing Cheston Tan K. H. Low FedML AI4CE 72 80 0 26 Oct 2021
Byzantine-Resilient Non-Convex Stochastic Gradient Descent Zeyuan Allen-Zhu Faeze Ebrahimian Jingkai Li Dan Alistarh FedML 76 70 0 28 Dec 2020
Learning from History for Byzantine Robust Optimization Sai Praneeth Karimireddy Lie He Martin Jaggi FedML AAML 78 182 0 18 Dec 2020
PAGE: A Simple and Optimal Probabilistic Gradient Estimator for Nonconvex Optimization Zhize Li Hongyan Bao Xiangliang Zhang Peter Richtárik ODL 87 130 0 25 Aug 2020
Collaborative Learning in the Jungle (Decentralized, Byzantine, Heterogeneous, Asynchronous and Nonconvex Learning) El-Mahdi El-Mhamdi Sadegh Farhadkhani R. Guerraoui Arsany Guirguis L. Hoang Sébastien Rouault FedML 75 69 0 03 Aug 2020
Robust Aggregation for Federated Learning Krishna Pillutla Sham Kakade Zaïd Harchaoui FedML 124 664 0 31 Dec 2019
Advances and Open Problems in Federated Learning Peter Kairouz H. B. McMahan Brendan Avent A. Bellet M. Bennis ... Zheng Xu Qiang Yang Felix X. Yu Han Yu Sen Zhao FedML AI4CE 275 6,294 0 10 Dec 2019
An Improved Convergence Analysis of Stochastic Variance-Reduced Policy Gradient Pan Xu F. Gao Quanquan Gu 69 97 0 29 May 2019
Proximal Policy Optimization Algorithms John Schulman Filip Wolski Prafulla Dhariwal Alec Radford Oleg Klimov OffRL 553 19,296 0 20 Jul 2017
Infinite-Horizon Policy-Gradient Estimation Jonathan Baxter Peter L. Bartlett 111 812 0 03 Jun 2011