Statistical learnability of smooth boundaries via pairwise binary classification with deep ReLU networks

H Waida, T Kanamori - arxiv preprint arxiv:2501.07571, 2025 - arxiv.org
The topic of nonparametric estimation of smooth boundaries is extensively studied in the
conventional setting where pairs of single covariate and response variable are observed …

Aligning Feature Distributions in VICReg Using Maximum Mean Discrepancy for Enhanced Manifold Awareness in Self-Supervised Representation Learning

H Sepanj, P Fieguth - Journal of Computational Vision …, 2024 - openjournals.uwaterloo.ca
Self-supervised learning (SSL) methods like VICReg have shown considerable success in
generating ro-bust data representation by promoting invariance across augmented views …