Nov 3, 2023 · As federated learning (FL) matures, privacy attacks against FL systems in turn become more numerous and complex. Attacks on language models have progressed from ...

Oct 16, 2023 · Decepticons: Corrupted transformers · breach privacy in federated learning for language · models. In The Eleventh International Conference on Learning ...

May 28, 2024 · In this paper we present new attacks against federated learning when used to train natural language text models.

Jun 21, 2024 · In this paper, we present FedML-HE, the first practical federated learning system with efficient HE-based secure model aggregation.

Jul 29, 2024 · In this article, we propose a novel federated learning algorithm with personalization in the context of heterogeneous devices while maintaining compatibility.

Feb 15, 2024 · International Conference on Learning Representations (ICLR) 2023. Decepticons: Corrupted Transformers Breach Privacy in. Federated Learning for Language Models.

Feb 1, 2024 · In this article, we present a detailed review of current practices and state-of-the-art methodologies in the field of differential privacy (DP),

Dec 19, 2023 · However, one important aspect of federated learning is privacy ... "Decepticons: Corrupted transformers breach privacy in federated learning for language models.

May 15, 2024 · Decepticons: Corrupted transformers breach privacy in federated learning for language models. In Proceed- ings of the 11th International Conference on ...

Dec 12, 2023 · "Decepticons: Corrupted transformers breach privacy in federated learning for language models." arXiv preprint arXiv:2201.12675 (2022). [8] Dong, Xinshuai ...