Nirmit Joshi

Noisy Interpolation Learning with Shallow Univariate ReLU Networks

2023 · arXiv (Cornell University)

Understanding how overparameterized neural networks generalize despite perfect interpolation of noisy training data is a fundamental question. Mallinar et. al. 2022 noted that neural networks seem to often exhibit ``tempered overfitting'', wherein the population risk …