LIFL: A Lightweight, Event-driven Serverless Platform for Federated Learning

5 May 2024

Papers citing "LIFL: A Lightweight, Event-driven Serverless Platform for Federated Learning"

15 / 15 papers shown

Title
Flame: Simplifying Topology Extension in Federated Learning Harshit Daga Jae-Kwang Shin D. Garg Ada Gavrilovska Myungjin Lee Ramana Rao Kompella AI4CE 59 10 0 09 May 2023
Auxo: Efficient Federated Learning via Scalable Client Clustering Jiachen Liu Fan Lai Yinwei Dai Aditya Akella H. Madhyastha Mosharaf Chowdhury 97 10 0 29 Oct 2022
Adaptive Aggregation For Federated Learning K.R. Jayaram Vinod Muthusamy Gegi Thomas Ashish Verma Mark Purcell FedML 79 17 0 23 Mar 2022
FedBalancer: Data and Pace Control for Efficient Federated Learning on Heterogeneous Clients Jaemin Shin Yuanchun Li Yunxin Liu Sung-Ju Lee FedML 50 74 0 05 Jan 2022
FedLess: Secure and Scalable Federated Learning Using Serverless Computing Andreas Grafberger Mohak Chadha Anshul Jindal Jianfeng Gu Michael Gerndt 62 51 0 05 Nov 2021
FedScale: Benchmarking Model and System Performance of Federated Learning at Scale Fan Lai Yinwei Dai Sanjay Sri Vallabh Singapuram Jiachen Liu Xiangfeng Zhu H. Madhyastha Mosharaf Chowdhury FedML 98 201 0 24 May 2021
Benchmarking, Analysis, and Optimization of Serverless Function Snapshots Dmitrii Ustiugov Plamen Petrov Marios Kogias Edouard Bugnion Boris Grot 57 176 0 16 Jan 2021
FedML: A Research Library and Benchmark for Federated Machine Learning Chaoyang He Songze Li Jinhyun So Xiao Zeng Mi Zhang ... Yang Liu Ramesh Raskar Qiang Yang M. Annavaram Salman Avestimehr FedML 226 577 0 27 Jul 2020
Serverless in the Wild: Characterizing and Optimizing the Serverless Workload at a Large Cloud Provider Mohammad Shahrad Rodrigo Fonseca Íñigo Goiri G. Chaudhry Paul Batum Jason Cooke Eduardo Laureano Colby Tresness M. Russinovich Ricardo Bianchini 119 618 0 06 Mar 2020
Adaptive Federated Optimization Sashank J. Reddi Zachary B. Charles Manzil Zaheer Zachary Garrett Keith Rush Jakub Konecný Sanjiv Kumar H. B. McMahan FedML 174 1,435 0 29 Feb 2020
Faasm: Lightweight Isolation for Efficient Stateful Serverless Computing Simon Shillaker Peter R. Pietzuch 66 281 0 21 Feb 2020
Mitigating Cold Starts in Serverless Platforms: A Pool-Based Approach Ping-Min Lin A. Glikson 25 69 0 28 Mar 2019
Towards Federated Learning at Scale: System Design Keith Bonawitz Hubert Eichner W. Grieskamp Dzmitry Huba A. Ingerman ... H. B. McMahan Timon Van Overveldt David Petrou Daniel Ramage Jason Roselander FedML 121 2,664 0 04 Feb 2019
Peer-to-peer Federated Learning on Graphs Anusha Lalitha O. Kilinc T. Javidi F. Koushanfar OOD FedML 96 186 0 31 Jan 2019
Communication-Efficient Learning of Deep Networks from Decentralized Data H. B. McMahan Eider Moore Daniel Ramage S. Hampson Blaise Agüera y Arcas FedML 397 17,468 0 17 Feb 2016