1 code implementation • 20 Jun 2023 • Yeojoon Youn, Zihao Hu, Juba Ziani, Jacob Abernethy
To the best of our knowledge, this is the first study that solely relies on randomized quantization without incorporating explicit discrete noise to achieve Renyi DP guarantees in Federated Learning systems.
no code implementations • 19 Jun 2020 • Yeojoon Youn, Neil Thistlethwaite, Sang Keun Choe, Jacob Abernethy
We propose a novel approach that resolves many of these issues by relying on a kernel-based non-parametric discriminator that is highly amenable to online training---we call this the Online Kernel-based Generative Adversarial Networks (OKGAN).