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Scale-MIA: A Scalable Model Inversion Attack against Secure Federated Learning via Latent Space Reconstruction
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Scale-MIA: A Scalable Model Inversion Attack against Secure Federated Learning via Latent Space Reconstruction

Shanghao Shi
Ning Wang
Yang Xiao
Chaoyu Zhang
Yi Shi
Y. T. Hou
W. Lou
ArXiv (abs)PDFHTML

Papers citing "Scale-MIA: A Scalable Model Inversion Attack against Secure Federated Learning via Latent Space Reconstruction"

6 / 6 papers shown
Title
Federated Learning Nodes Can Reconstruct Peers' Image Data
Federated Learning Nodes Can Reconstruct Peers' Image Data
Ethan Wilson
Kai Yue
Chau-Wai Wong
H. Dai
FedML
86
1
0
07 Oct 2024
FedMADE: Robust Federated Learning for Intrusion Detection in IoT Networks Using a Dynamic Aggregation Method
FedMADE: Robust Federated Learning for Intrusion Detection in IoT Networks Using a Dynamic Aggregation Method
Shihua Sun
Pragya Sharma
Kenechukwu Nwodo
Angelos Stavrou
Haining Wang
173
2
0
13 Aug 2024
Partner in Crime: Boosting Targeted Poisoning Attacks against Federated Learning
Partner in Crime: Boosting Targeted Poisoning Attacks against Federated Learning
Shihua Sun
Shridatt Sugrim
Angelos Stavrou
Haining Wang
AAML
154
1
0
13 Jul 2024
MedLeak: Multimodal Medical Data Leakage in Secure Federated Learning with Crafted Models
MedLeak: Multimodal Medical Data Leakage in Secure Federated Learning with Crafted Models
Shanghao Shi
Md Shahedul Haque
Abhijeet Parida
Chaoyu Zhang
M. Linguraru
Y. T. Hou
Syed Muhammad Anwar
W. Lou
FedML
90
3
0
13 Jul 2024
State-of-the-Art Approaches to Enhancing Privacy Preservation of Machine Learning Datasets: A Survey
State-of-the-Art Approaches to Enhancing Privacy Preservation of Machine Learning Datasets: A Survey
Chaoyu Zhang
Shaoyu Li
AILaw
135
4
0
25 Feb 2024
Reinforcement Learning-Based Approaches for Enhancing Security and Resilience in Smart Control: A Survey on Attack and Defense Methods
Reinforcement Learning-Based Approaches for Enhancing Security and Resilience in Smart Control: A Survey on Attack and Defense Methods
Zheyu Zhang
AAML
49
0
0
23 Feb 2024