2 papers
cs.LG2026
Laplace-Bridged Randomized Smoothing for Fast Certified Robustness
Miao Lin, MD Saifur Rahman Mazumder, Feng Yu +2
Randomized Smoothing (RS) offers formal guarantees for arbitrary base classifiers but faces two key practical bottlenecks: (i) it often relies on noise-augmented training…
stat.ML2026
Unsupervised Feature Selection via Robust Autoencoder and Adaptive Graph Learning
Feng Yu, MD Saifur Rahman Mazumder, Ying Su +1
Effective feature selection is essential for high-dimensional data analysis and machine learning. Unsupervised feature selection (UFS) aims to simultaneously cluster data and ident…