Byzantine-Resilient Zero-Order Optimization for Communication-Efficient Heterogeneous Federated Learning
Authors: Maximilian Egger, Mayank Bakshi, Rawad Bitar | Published: 2025-01-31
Convergence Guarantee
Heterogeneous Multi-Player Multi-Armed Bandits Robust To Adversarial Attacks
Authors: Akshayaa Magesh, Venugopal V. Veeravalli | Published: 2025-01-21
Robust Q-Learning under Corrupted Rewards
Authors: Sreejeet Maity, Aritra Mitra | Published: 2024-09-05
Fast John Ellipsoid Computation with Differential Privacy Optimization
Authors: Jiuxiang Gu, Xiaoyu Li, Yingyu Liang, Zhenmei Shi, Zhao Song, Junwei Yu | Published: 2024-08-12
Byzantine-Robust Gossip: Insights from a Dual Approach
Authors: Renaud Gaucher, Hadrien Hendrikx, Aymeric Dieuleveut | Published: 2024-05-06
FedFisher: Leveraging Fisher Information for One-Shot Federated Learning
Authors: Divyansh Jhunjhunwala, Shiqiang Wang, Gauri Joshi | Published: 2024-03-19
Nonsmooth Implicit Differentiation: Deterministic and Stochastic Convergence Rates
Authors: Riccardo Grazzi, Massimiliano Pontil, Saverio Salzo | Published: 2024-03-18 | Updated: 2024-06-04
Shifted Interpolation for Differential Privacy
Authors: Jinho Bok, Weijie Su, Jason M. Altschuler | Published: 2024-03-01 | Updated: 2024-06-12
Towards the Theory of Unsupervised Federated Learning: Non-asymptotic Analysis of Federated EM Algorithms
Authors: Ye Tian, Haolei Weng, Yang Feng | Published: 2023-10-23 | Updated: 2024-06-14
ALI-DPFL: Differentially Private Federated Learning with Adaptive Local Iterations
Authors: Xinpeng Ling, Jie Fu, Kuncan Wang, Haitao Liu, Zhili Chen | Published: 2023-08-21 | Updated: 2024-05-22