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"

9 / 9 papers shown

Title
FLStore: Efficient Federated Learning Storage for non-training workloads Ahmad Faraz Khan Samuel Fountain Ahmed M. Abdelmoniem A. R. Butt A. Anwar FedML 48 0 0 01 Mar 2025
Auxo: Efficient Federated Learning via Scalable Client Clustering Jiachen Liu Fan Lai Yinwei Dai Aditya Akella H. Madhyastha Mosharaf Chowdhury 42 10 0 29 Oct 2022
Papaya: Practical, Private, and Scalable Federated Learning Dzmitry Huba John Nguyen Kshitiz Malik Ruiyu Zhu Michael G. Rabbat ... H. Srinivas Kaikai Wang Anthony Shoumikhin Jesik Min Mani Malek FedML 107 137 0 08 Nov 2021
FedLess: Secure and Scalable Federated Learning Using Serverless Computing Andreas Grafberger Mohak Chadha Anshul Jindal Jianfeng Gu Michael Gerndt 36 49 0 05 Nov 2021
FaaSNet: Scalable and Fast Provisioning of Custom Serverless Container Runtimes at Alibaba Cloud Function Compute Ao Wang Shuai Chang Huangshi Tian Hongqi Wang Haoran Yang Huiba Li Rui Du Yue Cheng 38 104 0 24 May 2021
Benchmarking, Analysis, and Optimization of Serverless Function Snapshots Dmitrii Ustiugov Plamen Petrov Marios Kogias Edouard Bugnion Boris Grot 44 171 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 168 564 0 27 Jul 2020
IBM Federated Learning: an Enterprise Framework White Paper V0.1 Heiko Ludwig Nathalie Baracaldo Gegi Thomas Yi Zhou Ali Anwar ... Sean Laguna Mikhail Yurochkin Mayank Agarwal Ebube Chuba Annie Abay FedML 126 157 0 22 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 81 601 0 06 Mar 2020