BriefGPT.xyz
Jun, 2022
HideNseek: 基于服务器端剪枝和签署 Supermask 的联合训练彩票网络
HideNseek: Federated Lottery Ticket via Server-side Pruning and Sign Supermask
HTML
PDF
Anish K. Vallapuram, Pengyuan Zhou, Young D. Kwon, Lik Hang Lee, Hengwei Xu...
TL;DR
我们提出了HideNseek算法,通过基于神经元的权值修剪来解决联邦学习中各处统计异质性和客户端资源限制的问题,实验表明HideNseek算法在推理精度、通信成本和训练时间方面均优于现有技术。
Abstract
federated learning
alleviates the
privacy
risk in distributed learning by transmitting only the local model updates to the central server. However, it faces challenges including statistical heterogeneity of clien
→