Personalized Federated Learning: A Meta-Learning Approach

19 February 2020

Asuman Ozdaglar

Papers citing "Personalized Federated Learning: A Meta-Learning Approach"

50 / 291 papers shown

Title
PFSL: Personalized & Fair Split Learning with Data & Label Privacy for thin clients Manas Wadhwa Gagan Raj Gupta Ashutosh Sahu Rahul Saini Vidhi Mittal FedML 17 6 0 19 Mar 2023
Visual Prompt Based Personalized Federated Learning Guang-Ming Li Wansen Wu Yan Sun Li Shen Baoyuan Wu Dacheng Tao FedML VLM 21 18 0 15 Mar 2023
Proof-of-Contribution-Based Design for Collaborative Machine Learning on Blockchain Baturalp Buyukates Chaoyang He Shanshan Han Zhiyong Fang Yupeng Zhang Jieyi Long A. Farahanchi Salman Avestimehr OOD 23 7 0 27 Feb 2023
Encoder-based Domain Tuning for Fast Personalization of Text-to-Image Models Rinon Gal Moab Arar Y. Atzmon Amit H. Bermano Gal Chechik Daniel Cohen-Or DiffM 35 196 0 23 Feb 2023
Personalized Decentralized Federated Learning with Knowledge Distillation Eunjeong Jeong Marios Kountouris FedML 17 16 0 23 Feb 2023
Personalized and privacy-preserving federated heterogeneous medical image analysis with PPPML-HMI Juexiao Zhou Longxi Zhou Di Wang Xiaopeng Xu Haoyang Li Yuetan Chu Wenkai Han Xin Gao 15 20 0 20 Feb 2023
Welfare and Fairness Dynamics in Federated Learning: A Client Selection Perspective Yash Travadi Le Peng Xuan Bi Ju Sun Mochen Yang FedML 11 3 0 17 Feb 2023
PerAda: Parameter-Efficient Federated Learning Personalization with Generalization Guarantees Chulin Xie De-An Huang Wen-Hsuan Chu Daguang Xu Chaowei Xiao Bo-wen Li Anima Anandkumar FedML 8 10 0 13 Feb 2023
Achieving Linear Speedup in Non-IID Federated Bilevel Learning Minhui Huang Dewei Zhang Kaiyi Ji FedML 24 18 0 10 Feb 2023
A Privacy-Preserving Hybrid Federated Learning Framework for Financial Crime Detection Haobo Zhang Junyuan Hong Fan Dong Steve Drew Liangjie Xue Jiayu Zhou FedML 37 17 0 07 Feb 2023
Federated Temporal Difference Learning with Linear Function Approximation under Environmental Heterogeneity Han Wang A. Mitra Hamed Hassani George J. Pappas James Anderson FedML 19 21 0 04 Feb 2023
Revisiting Personalized Federated Learning: Robustness Against Backdoor Attacks Zeyu Qin Liuyi Yao Daoyuan Chen Yaliang Li Bolin Ding Minhao Cheng FedML 23 25 0 03 Feb 2023
Robust Knowledge Adaptation for Federated Unsupervised Person ReID Jianfeng Weng Kun Hu Tingting Yao Jingya Wang Zhiyong Wang FedML 19 2 0 18 Jan 2023
Federated Transfer-Ordered-Personalized Learning for Driver Monitoring Application Liangqi Yuan Lu Su Ziran Wang 25 18 0 12 Jan 2023
Recent Advances on Federated Learning: A Systematic Survey Bingyan Liu Nuoyan Lv Yuanchun Guo Yawen Li FedML 60 78 0 03 Jan 2023
An Optimal Algorithm for Strongly Convex Min-min Optimization Alexander Gasnikov D. Kovalev Grigory Malinovsky 24 1 0 29 Dec 2022
Graph Federated Learning for CIoT Devices in Smart Home Applications Arash Rasti-Meymandi S. M. Sheikholeslami J. Abouei Konstantinos N. Plataniotis FedML 15 18 0 29 Dec 2022
Graph Federated Learning with Hidden Representation Sharing Shuang Wu Mingxuan Zhang Yuantong Li Carl Yang Pan Li FedML 19 1 0 23 Dec 2022
Multi-Layer Personalized Federated Learning for Mitigating Biases in Student Predictive Analytics Yun-Wei Chu Seyyedali Hosseinalipour Elizabeth Tenorio Laura Cruz K. Douglas Andrew S. Lan Christopher G. Brinton AI4Ed 17 10 0 05 Dec 2022
Federated Learning on Non-IID Graphs via Structural Knowledge Sharing Yue Tan Yixin Liu Guodong Long Jing Jiang Qinghua Lu Chengqi Zhang FedML 37 125 0 23 Nov 2022
Explainable, Domain-Adaptive, and Federated Artificial Intelligence in Medicine A. Chaddad Qizong Lu Jiali Li Y. Katib R. Kateb C. Tanougast Ahmed Bouridane Ahmed Abdulkadir OOD 24 38 0 17 Nov 2022
FedFA: Federated Learning with Feature Anchors to Align Features and Classifiers for Heterogeneous Data Tailin Zhou Jun Zhang Danny H. K. Tsang FedML 15 56 0 17 Nov 2022
Federated Learning for Appearance-based Gaze Estimation in the Wild Mayar Elfares Zhiming Hu Pascal Reisert Andreas Bulling Ralf Küsters FedML 11 11 0 14 Nov 2022
Resource-Aware Heterogeneous Federated Learning using Neural Architecture Search Sixing Yu J. P. Muñoz Ali Jannesari FedML 8 0 0 09 Nov 2022
Faster Adaptive Momentum-Based Federated Methods for Distributed Composition Optimization Feihu Huang FedML 20 1 0 03 Nov 2022
Federated Learning with Intermediate Representation Regularization Ye Lin Tun Chu Myaet Thwal Yu Min Park Seong-Bae Park C. Hong FedML 18 6 0 28 Oct 2022
Federated Graph Representation Learning using Self-Supervision Susheel Suresh Daniel Godbout Arko Provo Mukherjee Mayank Shrivastava Jennifer Neville Pan Li OOD FedML 19 2 0 27 Oct 2022
Personalized Federated Learning via Heterogeneous Modular Networks Tianchun Wan Wei Cheng Dongsheng Luo Wenchao Yu Jingchao Ni Liang Tong Haifeng Chen Xiang Zhang 24 10 0 26 Oct 2022
An Improved Algorithm for Clustered Federated Learning Harsh Vardhan A. Ghosh A. Mazumdar FedML 26 8 0 20 Oct 2022
Personalized Federated Hypernetworks for Privacy Preservation in Multi-Task Reinforcement Learning Doseok Jang La-mei Yan Lucas Spangher C. Spanos 17 1 0 13 Oct 2022
FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings Jean Ogier du Terrail Samy Ayed Edwige Cyffers Felix Grimberg Chaoyang He ... Sai Praneeth Karimireddy Marco Lorenzi Giovanni Neglia Marc Tommasi M. Andreux FedML 36 142 0 10 Oct 2022
FedPC: Federated Learning for Language Generation with Personal and Context Preference Embeddings Andrew Silva Pradyumna Tambwekar Matthew C. Gombolay FedML 11 0 0 07 Oct 2022
Depersonalized Federated Learning: Tackling Statistical Heterogeneity by Alternating Stochastic Gradient Descent Yujie Zhou Zhidu Li Tong Tang Ruyang Wang FedML 13 0 0 07 Oct 2022
Group Personalized Federated Learning Zhe Liu Yue Hui Fuchun Peng FedML 19 2 0 04 Oct 2022
Federated Learning from Pre-Trained Models: A Contrastive Learning Approach Yue Tan Guodong Long Jie Ma Lu Liu Tianyi Zhou Jing Jiang FedML 26 168 0 21 Sep 2022
Secure Shapley Value for Cross-Silo Federated Learning (Technical Report) Shuyuan Zheng Yang Cao Masatoshi Yoshikawa FedML 58 24 0 11 Sep 2022
FedDAR: Federated Domain-Aware Representation Learning Aoxiao Zhong Hao He Zhaolin Ren Na Li Quanzheng Li OOD AI4CE 29 9 0 08 Sep 2022
Modular Federated Learning Kuo-Yun Liang A. Srinivasan J. C. Andresen FedML 24 7 0 07 Sep 2022
Tensor Decomposition based Personalized Federated Learning Qing Wang Jing Jin Xiaofeng Liu Huixuan Zong Yunfeng Shao Yinchuan Li FedML 14 3 0 27 Aug 2022
Collaborative Algorithms for Online Personalized Mean Estimation Mahsa Asadi A. Bellet Odalric-Ambrym Maillard Marc Tommasi FedML 46 4 0 24 Aug 2022
FedComm: Understanding Communication Protocols for Edge-based Federated Learning Gary Cleland Di Wu R. Ullah Blesson Varghese 20 5 0 18 Aug 2022
Knowledge-Injected Federated Learning Zhenan Fan Zirui Zhou Jian Pei M. Friedlander Jiajie Hu Chengliang Li Yong Zhang FedML 20 4 0 16 Aug 2022
Prospects of federated machine learning in fluid dynamics Omer San Suraj Pawar Adil Rasheed FedML AI4CE 6 4 0 15 Aug 2022
Federated Learning for Digital Twin-Based Vehicular Networks: Architecture and Challenges L. U. Khan Ehzaz Mustafa Junaid Shuja Faisal Rehman Kashif Bilal Zhu Han C. Hong 21 28 0 10 Aug 2022
PEPPER: Empowering User-Centric Recommender Systems over Gossip Learning Yacine Belal A. Bellet Sonia Ben Mokhtar Vlad Nitu 14 10 0 09 Aug 2022
An Image is Worth One Word: Personalizing Text-to-Image Generation using Textual Inversion Rinon Gal Yuval Alaluf Y. Atzmon Or Patashnik Amit H. Bermano Gal Chechik Daniel Cohen-Or 34 1,780 0 02 Aug 2022
Mitigating Biases in Student Performance Prediction via Attention-Based Personalized Federated Learning Yun-Wei Chu Seyyedali Hosseinalipour Elizabeth Tenorio Laura Cruz K. Douglas Andrew S. Lan Christopher G. Brinton FedML AI4Ed 22 21 0 02 Aug 2022
Federated Learning on Adaptively Weighted Nodes by Bilevel Optimization Yan Huang Qihang Lin N. Street Stephen Seung-Yeob Baek FedML 20 9 0 21 Jul 2022
UniFed: All-In-One Federated Learning Platform to Unify Open-Source Frameworks Xiaoyuan Liu Tianneng Shi Chulin Xie Qinbin Li Kangping Hu ... The-Anh Vu-Le Zhen Huang Arash Nourian Bo-wen Li D. Song FedML 19 8 0 21 Jul 2022
FLAIR: Federated Learning Annotated Image Repository Congzheng Song Filip Granqvist Kunal Talwar FedML 16 27 0 18 Jul 2022