arxivcs.LG2026-07-04
Adversarial LassoNet: Robust Feature Selection via Stability-Driven Sparse Learning
Zhen Huang, Peicheng Xu, Junbiao Pang, Yulong Zheng
Sparse feature selection is critical for high-dimensional machine learning, yet traditional $\ell_1$-regularized methods are often brittle under observational noise and spurious correlations, leading to unstable feature supports and degraded generalization. Although adversarial t…