3dfed: Adaptive and extensible framework for covert backdoor attack in federated learning

H Li, Q Ye, H Hu, J Li, L Wang… - 2023 IEEE Symposium …, 2023 - ieeexplore.ieee.org
Federated Learning (FL), the de-facto distributed machine learning paradigm that locally
trains datasets at individual devices, is vulnerable to backdoor model poisoning attacks. By …

MTL-Leak: Privacy Risk Assessment in Multi-Task Learning

H Yan, A Yan, L Hu, J Liang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Multi-task learning (MTL) supports simultaneous training over multiple related tasks and
learns the shared representation. While improving the generalization ability of training on a …