Federated Multi-Task Learning under a Mixture of Distributions

23 August 2021

Papers citing "Federated Multi-Task Learning under a Mixture of Distributions"

40 / 140 papers shown

Title
Decentralized Hyper-Gradient Computation over Time-Varying Directed Networks Naoyuki Terashita Satoshi Hara FedML 16 1 0 05 Oct 2022
Characterizing Internal Evasion Attacks in Federated Learning Taejin Kim Shubhranshu Singh Nikhil Madaan Carlee Joe-Wong FedML 24 9 0 17 Sep 2022
DUET: A Tuning-Free Device-Cloud Collaborative Parameters Generation Framework for Efficient Device Model Generalization Zheqi Lv Wenqiao Zhang Shengyu Zhang Kun Kuang Feng Wang ... Zhengyu Chen T. Shen Hongxia Yang Bengchin Ooi Fei Wu 34 52 0 12 Sep 2022
BOBA: Byzantine-Robust Federated Learning with Label Skewness Wenxuan Bao Jun Wu Jingrui He OOD 15 5 0 27 Aug 2022
Collaborative Algorithms for Online Personalized Mean Estimation Mahsa Asadi A. Bellet Odalric-Ambrym Maillard Marc Tommasi FedML 33 4 0 24 Aug 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 12 8 0 21 Jul 2022
FOCUS: Fairness via Agent-Awareness for Federated Learning on Heterogeneous Data Wen-Hsuan Chu Chulin Xie Boxin Wang Linyi Li Lang Yin Arash Nourian Hantong Zhao Bo-wen Li FedML 6 12 0 21 Jul 2022
Reducing Training Time in Cross-Silo Federated Learning using Multigraph Topology Tuong Khanh Long Do Binh X. Nguyen Vuong Pham Toan V. Tran Erman Tjiputra Quang-Dieu Tran A. Nguyen FedML AI4CE 18 3 0 20 Jul 2022
Personalizing Federated Medical Image Segmentation via Local Calibration Jiacheng Wang Yueming Jin Liansheng Wang FedML 8 31 0 11 Jul 2022
Smart Multi-tenant Federated Learning Weiming Zhuang Yonggang Wen Shuai Zhang FedML 20 2 0 09 Jul 2022
A Generative Framework for Personalized Learning and Estimation: Theory, Algorithms, and Privacy Kaan Ozkara Antonious M. Girgis Deepesh Data Suhas Diggavi FedML 14 3 0 05 Jul 2022
An Empirical Study of Personalized Federated Learning Koji Matsuda Yuya Sasaki Chuan Xiao Makoto Onizuka OOD FedML 11 6 0 27 Jun 2022
FLaaS: Cross-App On-device Federated Learning in Mobile Environments Kleomenis Katevas Diego Perino N. Kourtellis FedML 17 1 0 22 Jun 2022
Motley: Benchmarking Heterogeneity and Personalization in Federated Learning Shan-shan Wu Tian Li Zachary B. Charles Yu Xiao Ziyu Liu Zheng Xu Virginia Smith FedML 17 44 0 18 Jun 2022
Federated learning with incremental clustering for heterogeneous data F. E. Castellon Aurélien Mayoue Jacques-Henri Sublemontier Cédric Gouy-Pailler FedML 16 7 0 17 Jun 2022
Global Convergence of Federated Learning for Mixed Regression Lili Su Jiaming Xu Pengkun Yang FedML 15 7 0 15 Jun 2022
pFL-Bench: A Comprehensive Benchmark for Personalized Federated Learning Daoyuan Chen Dawei Gao Weirui Kuang Yaliang Li Bolin Ding FedML 17 63 0 08 Jun 2022
On the Generalization of Wasserstein Robust Federated Learning Tung Nguyen Tuan Dung Nguyen Long Tan Le Canh T. Dinh N. H. Tran OOD FedML 8 6 0 03 Jun 2022
On the (In)security of Peer-to-Peer Decentralized Machine Learning Dario Pasquini Mathilde Raynal Carmela Troncoso OOD FedML 32 19 0 17 May 2022
Personalized Federated Learning with Multiple Known Clusters Boxiang Lyu Filip Hanzely Mladen Kolar FedML 15 3 0 28 Apr 2022
Self-Aware Personalized Federated Learning Huili Chen Jie Ding Eric W. Tramel Shuang Wu Anit Kumar Sahu Salman Avestimehr Tao Zhang FedML 16 26 0 17 Apr 2022
FederatedScope: A Flexible Federated Learning Platform for Heterogeneity Yuexiang Xie Zhen Wang Dawei Gao Daoyuan Chen Liuyi Yao Weirui Kuang Yaliang Li Bolin Ding Jingren Zhou FedML 9 88 0 11 Apr 2022
Refined Convergence and Topology Learning for Decentralized SGD with Heterogeneous Data B. L. Bars A. Bellet Marc Tommasi Erick Lavoie Anne-Marie Kermarrec FedML 6 25 0 09 Apr 2022
Addressing Client Drift in Federated Continual Learning with Adaptive Optimization Yeshwanth Venkatesha Youngeun Kim Hyoungseob Park Yuhang Li Priyadarshini Panda FedML 11 7 0 24 Mar 2022
Cross-Silo Heterogeneous Model Federated Multitask Learning Xingjian Cao Zonghang Li Gang Sun Hongfang Yu Mohsen Guizani FedML 4 10 0 17 Feb 2022
Personalization Improves Privacy-Accuracy Tradeoffs in Federated Learning A. Bietti Chen-Yu Wei Miroslav Dudík John Langford Zhiwei Steven Wu FedML 12 43 0 10 Feb 2022
FedSoft: Soft Clustered Federated Learning with Proximal Local Updating Yichen Ruan Carlee Joe-Wong FedML 11 86 0 11 Dec 2021
Personalized Federated Learning through Local Memorization Othmane Marfoq Giovanni Neglia Laetitia Kameni Richard Vidal FedML 12 86 0 17 Nov 2021
Differentially Private Federated Learning on Heterogeneous Data Maxence Noble A. Bellet Aymeric Dieuleveut FedML 11 101 0 17 Nov 2021
On-Demand Unlabeled Personalized Federated Learning Ohad Amosy G. Eyal Gal Chechik FedML 21 2 0 16 Nov 2021
Federated Expectation Maximization with heterogeneity mitigation and variance reduction Aymeric Dieuleveut G. Fort Eric Moulines Geneviève Robin FedML 15 5 0 03 Nov 2021
User-Centric Federated Learning Mohamad Mestoukirdi Matteo Zecchin David Gesbert Qianrui Li N. Gresset FedML 11 6 0 19 Oct 2021
Federated Learning from Small Datasets Michael Kamp Jonas Fischer Jilles Vreeken FedML 8 26 0 07 Oct 2021
Connecting Low-Loss Subspace for Personalized Federated Learning S. Hahn Minwoo Jeong Junghye Lee FedML 14 18 0 16 Sep 2021
D-Cliques: Compensating for Data Heterogeneity with Topology in Decentralized Federated Learning A. Bellet Anne-Marie Kermarrec Erick Lavoie FedML 13 21 0 15 Apr 2021
Emerging Trends in Federated Learning: From Model Fusion to Federated X Learning Shaoxiong Ji Yue Tan Teemu Saravirta Zhiqin Yang Yixin Liu Lauri Vasankari Shirui Pan Guodong Long A. Walid FedML 13 75 0 25 Feb 2021
FedBN: Federated Learning on Non-IID Features via Local Batch Normalization Xiaoxiao Li Meirui Jiang Xiaofei Zhang Michael Kamp Qi Dou OOD FedML 168 770 0 15 Feb 2021
Privacy Amplification by Decentralization Edwige Cyffers A. Bellet FedML 34 39 0 09 Dec 2020
Throughput-Optimal Topology Design for Cross-Silo Federated Learning Othmane Marfoq Chuan Xu Giovanni Neglia Richard Vidal FedML 43 85 0 23 Oct 2020
Adaptive Personalized Federated Learning Yuyang Deng Mohammad Mahdi Kamani M. Mahdavi FedML 183 535 0 30 Mar 2020