2025
Controlling Neural Collapse Enhances Out-of-Distribution Detection and Transfer Learning
ICML 2025poster
Out-of-distribution (OOD) detection and OOD generalization are widely studied in Deep Neural Networks (DNNs), yet their relationship remains poorly understood. We empirically show that the degree of Neural Collapse (NC) in a network layer is inversely related with these objectives: stronger NC impro…