Intrinsic Dimension, Persistent Homology and Generalization in Neural Networks

Tolga Birdal, Aaron Lou, Leonidas Guibas +1

Disobeying the classical wisdom of statistical learning theory, modern deep neural networks generalize well even though they typically contain millions of parameters. Recently, it…