Bruno Loureiro
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Arxiv_icml

February 09, 2022

2022

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



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