Search Results for author: Amin Hassanzadeh

Found 2 papers, 1 papers with code

FADE: Enabling Federated Adversarial Training on Heterogeneous Resource-Constrained Edge Devices

no code implementations • 8 Sep 2022 • Minxue Tang, Jianyi Zhang, Mingyuan Ma, Louis DiValentin, Aolin Ding, Amin Hassanzadeh, Hai Li, Yiran Chen

However, the high demand for memory capacity and computing power makes large-scale federated adversarial training infeasible on resource-constrained edge devices.

Adversarial Robustness Federated Learning +1

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FL-WBC: Enhancing Robustness against Model Poisoning Attacks in Federated Learning from a Client Perspective

1 code implementation • NeurIPS 2021 • Jingwei Sun, Ang Li, Louis DiValentin, Amin Hassanzadeh, Yiran Chen, Hai Li

Furthermore, we derive a certified robustness guarantee against model poisoning attacks and a convergence guarantee to FedAvg after applying our FL-WBC.

Federated Learning Model Poisoning

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