Implicit Model Specialization through DAG-based Decentralized Federated
Learning

Implicit Model Specialization through DAG-based Decentralized Federated Learning

1 November 2021

Jossekin Beilharz

Bjarne Pfitzner

Papers citing "Implicit Model Specialization through DAG-based Decentralized Federated Learning"

16 / 16 papers shown

Title
Blockchain-Federated-Learning and Deep Learning Models for COVID-19 detection using CT Imaging R. Kumar A. Khan Sinmin Zhang Jay Kumar Wenyong Wang Yousif Abuidris Zakria Waqas Amin Sidra Shafiq WenYong Wang OOD FedML 67 326 0 10 Jul 2020
Self-organizing Democratized Learning: Towards Large-scale Distributed Learning Systems Minh N. H. Nguyen Shashi Raj Pandey Tri Nguyen Dang Eui-nam Huh N. H. Tran Walid Saad Choong Seon Hong FedML 50 32 0 07 Jul 2020
Adaptive Personalized Federated Learning Yuyang Deng Mohammad Mahdi Kamani M. Mahdavi FedML 299 556 0 30 Mar 2020
Three Approaches for Personalization with Applications to Federated Learning Yishay Mansour M. Mohri Jae Hun Ro A. Suresh FedML 131 575 0 25 Feb 2020
Personalized Federated Learning: A Meta-Learning Approach Alireza Fallah Aryan Mokhtari Asuman Ozdaglar FedML 152 568 0 19 Feb 2020
Advances and Open Problems in Federated Learning Peter Kairouz H. B. McMahan Brendan Avent A. Bellet M. Bennis ... Zheng Xu Qiang Yang Felix X. Yu Han Yu Sen Zhao FedML AI4CE 226 6,247 0 10 Dec 2019
Federated Evaluation of On-device Personalization Kangkang Wang Rajiv Mathews Chloé Kiddon Hubert Eichner F. Beaufays Daniel Ramage FedML 58 284 0 22 Oct 2019
The Non-IID Data Quagmire of Decentralized Machine Learning Kevin Hsieh Amar Phanishayee O. Mutlu Phillip B. Gibbons 137 568 0 01 Oct 2019
Decentralized Federated Learning: A Segmented Gossip Approach Chenghao Hu Jingyan Jiang Zhi Wang FedML 51 185 0 21 Aug 2019
LEAF: A Benchmark for Federated Settings S. Caldas Sai Meher Karthik Duddu Peter Wu Tian Li Jakub Konecný H. B. McMahan Virginia Smith Ameet Talwalkar FedML 134 1,419 0 03 Dec 2018
Scaling Nakamoto Consensus to Thousands of Transactions per Second Chenxing Li Peilun Li Dong-ping Zhou Wenyuan Xu Fan Long Andrew Chi-Chih Yao LRM 48 178 0 10 May 2018
Casper the Friendly Finality Gadget Vitalik Buterin V. Griffith 50 620 0 25 Oct 2017
An Overview of Multi-Task Learning in Deep Neural Networks Sebastian Ruder CVBM 146 2,826 0 15 Jun 2017
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 813 11,894 0 09 Mar 2017
Decentralized Collaborative Learning of Personalized Models over Networks Paul Vanhaesebrouck A. Bellet Marc Tommasi FedML 52 230 0 17 Oct 2016
Gossip Learning with Linear Models on Fully Distributed Data Róbert Ormándi István Hegedüs Márk Jelasity FedML OOD 63 169 0 07 Sep 2011