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cs.CR2022★ 1 cited
Fabricated Flips: Poisoning Federated Learning without Data
Jiyue Huang, Zilong Zhao, Lydia Y. Chen +1
Attacks on Federated Learning (FL) can severely reduce the quality of the generated models and limit the usefulness of this emerging learning paradigm that enables on-premise decen…
cs.CR2022★ 1 cited
MEGA: Model Stealing via Collaborative Generator-Substitute Networks
Chi Hong, Jiyue Huang, Lydia Y. Chen
Deep machine learning models are increasingly deployedin the wild for providing services to users. Adversaries maysteal the knowledge of these valuable models by trainingsubstitute…