Personalized Decentralized Multi-Task Learning Over Dynamic Communication Graphs

21 December 2022

Papers citing "Personalized Decentralized Multi-Task Learning Over Dynamic Communication Graphs"

13 / 13 papers shown

Title
Beyond spectral gap: The role of the topology in decentralized learning Thijs Vogels Hadrien Hendrikx Martin Jaggi FedML 23 29 0 07 Jun 2022
Data-heterogeneity-aware Mixing for Decentralized Learning Yatin Dandi Anastasia Koloskova Martin Jaggi Sebastian U. Stich 49 19 0 13 Apr 2022
FedGradNorm: Personalized Federated Gradient-Normalized Multi-Task Learning Matin Mortaheb Cemil Vahapoglu S. Ulukus 41 11 0 24 Mar 2022
Efficiently Identifying Task Groupings for Multi-Task Learning Christopher Fifty Ehsan Amid Zhe Zhao Tianhe Yu Rohan Anil Chelsea Finn 264 243 1 10 Sep 2021
Exploiting Shared Representations for Personalized Federated Learning Liam Collins Hamed Hassani Aryan Mokhtari Sanjay Shakkottai FedML OOD 73 706 0 14 Feb 2021
A Unified Theory of Decentralized SGD with Changing Topology and Local Updates Anastasia Koloskova Nicolas Loizou Sadra Boreiri Martin Jaggi Sebastian U. Stich FedML 61 499 0 23 Mar 2020
Decentralized gradient methods: does topology matter? Giovanni Neglia Chuan Xu Don Towsley G. Calbi 28 50 0 28 Feb 2020
Federated Learning with Personalization Layers Manoj Ghuhan Arivazhagan V. Aggarwal Aaditya Kumar Singh Sunav Choudhary FedML 55 824 0 02 Dec 2019
MATCHA: Speeding Up Decentralized SGD via Matching Decomposition Sampling Jianyu Wang Anit Kumar Sahu Zhouyi Yang Gauri Joshi S. Kar 44 161 0 23 May 2019
Decentralized Stochastic Optimization and Gossip Algorithms with Compressed Communication Anastasia Koloskova Sebastian U. Stich Martin Jaggi FedML 42 505 0 01 Feb 2019
A Survey on Multi-Task Learning Yu Zhang Qiang Yang AIMat 274 2,196 0 25 Jul 2017
Deep Learning Face Attributes in the Wild Ziwei Liu Ping Luo Xiaogang Wang Xiaoou Tang CVBM 177 8,351 0 28 Nov 2014
A Tutorial on Spectral Clustering U. V. Luxburg 151 10,497 0 01 Nov 2007