no code implementations • 28 Feb 2024 • Deepak Ravikumar, Efstathia Soufleri, Abolfazl Hashemi, Kaushik Roy
Second, we present a novel insight showing that input loss curvature is upper-bounded by the differential privacy parameter.
no code implementations • 6 Oct 2022 • Efstathia Soufleri, Gobinda Saha, Kaushik Roy
We evaluate our method on image classification dataset (CIFAR10) and show that our synthetic data can be used for training networks from scratch, producing reasonable classification performance.
no code implementations • 8 May 2019 • Priyadarshini Panda, Efstathia Soufleri, Kaushik Roy
We analyze the stability of recurrent networks, specifically, reservoir computing models during training by evaluating the eigenvalue spectra of the reservoir dynamics.