activity
20152026
most citedGRNN: Generative Regression Neural Network -- A Data Leakage Attack for Federated Learning

115 citations · 188 across the 13 of their papers we have counts for

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Showing 2023Show all

2 papers · 1 filter

cs.LG2023★ 49 cited

A Survey on Vulnerability of Federated Learning: A Learning Algorithm Perspective

Xianghua Xie, Chen Hu, Hanchi Ren +1

This review paper takes a comprehensive look at malicious attacks against FL, categorizing them from new perspectives on attack origins and targets, and providing insights into the…

cs.LG2023★ 3 cited

Gradient Leakage Defense with Key-Lock Module for Federated Learning

Hanchi Ren, Jingjing Deng, Xianghua Xie

Federated Learning (FL) is a widely adopted privacy-preserving machine learning approach where private data remains local, enabling secure computations and the exchange of local mo…