X.Y. Han

Neural Collapse Under MSE Loss: Proximity to and Dynamics on the Central Path

The recently discovered Neural Collapse (NC) phenomenon occurs pervasively in today's deep net training paradigm of driving cross-entropy (CE) loss towards zero. During NC, last-layer features collapse to their class-means, both classifiers and class-means collapse to the same Simplex Equiangular Ti…