Balzano, Laura
28 publications
JMLR
2025
Understanding Deep Representation Learning via Layerwise Feature Compression and Discrimination
ICML
2024
Convergence and Complexity Guarantee for Inexact First-Order Riemannian Optimization Algorithms
NeurIPSW
2023
Invariant Low-Dimensional Subspaces in Gradient Descent for Learning Deep Matrix Factorizations
NeurIPS
2022
Neural Collapse with Normalized Features: A Geometric Analysis over the Riemannian Manifold
JMLR
2020
Online Matrix Factorization for Markovian Data and Applications to Network Dictionary Learning