Provably Personalized and Robust Federated Learning

Provably Personalized and Robust Federated Learning

14 June 2023

Mariel A. Werner

Lie He

Michael I. Jordan

Sai Praneeth Karimireddy

Papers citing "Provably Personalized and Robust Federated Learning"

10 / 10 papers shown

Title
Noise-Aware Algorithm for Heterogeneous Differentially Private Federated Learning Saber Malekmohammadi Yaoliang Yu Yang Cao FedML 88 5 0 17 Feb 2025
Distributionally Robust Clustered Federated Learning: A Case Study in Healthcare Xenia Konti Hans Riess Manos Giannopoulos Yi Shen Michael J. Pencina Nicoleta J. Economou-Zavlanos Michael M. Zavlanos FedML OOD 40 1 0 09 Oct 2024
Collaborative and Efficient Personalization with Mixtures of Adaptors Abdulla Jasem Almansoori Samuel Horváth Martin Takáč FedML 46 2 0 04 Oct 2024
Fine-Tuning Personalization in Federated Learning to Mitigate Adversarial Clients Youssef Allouah Abdellah El Mrini R. Guerraoui Nirupam Gupta Rafael Pinot FedML 32 0 0 30 Sep 2024
Personalized Federated Learning via Active Sampling Alexander Jung Yasmin SarcheshmehPour Amirhossein Mohammadi FedML 28 0 0 03 Sep 2024
On the Convergence of a Federated Expectation-Maximization Algorithm Zhixu Tao Rajita Chandak Sanjeev R. Kulkarni FedML 35 0 0 11 Aug 2024
Defection-Free Collaboration between Competitors in a Learning System Mariel A. Werner Sai Praneeth Karimireddy Michael I. Jordan FedML 35 1 0 22 Jun 2024
Personalized Federated Learning under Mixture of Distributions Yue Wu Shuaicheng Zhang Wenchao Yu Yanchi Liu Quanquan Gu Dawei Zhou Haifeng Chen Wei Cheng FedML 77 39 0 01 May 2023
Towards Personalized Federated Learning A. Tan Han Yu Li-zhen Cui Qiang Yang FedML AI4CE 209 841 0 01 Mar 2021
Survey of Personalization Techniques for Federated Learning V. Kulkarni Milind Kulkarni Aniruddha Pant FedML 182 326 0 19 Mar 2020