Arxiv_icml

A couple of exiting projects I have been working for the past year are finally out on arXiv. Check them out!

• Theoretical characterization of uncertainty in high-dimensional linear classification
• Phase diagram of Stochastic Gradient Descent in high-dimensional two-layer neural networks
• Fluctuations, Bias, Variance & Ensemble of Learners: Exact Asymptotics for Convex Losses in High-Dimension
• Error Rates for Kernel Classification under Source and Capacity Conditions
• Bayesian Inference with Nonlinear Generative Models: Comments on Secure Learning