Validation-Free Sparse Learning: A Phase Transition Approach to Feature Selection

Sylvain Sardy, Maxime van Cutsem, Xiaoyu Ma

The growing environmental footprint of artificial intelligence (AI), especially in terms of storage and computation, calls for more frugal and interpretable models. Sparse models (…