2 papers
cs.LG2026
Convex training of Lipschitz-regularized shallow neural networks
Chao Yin, Antoine Lesage-Landry
In this work, we introduce a training procedure for shallow neural networks that promotes robustness against adversarial attacks. We solve a non-convex Lipschitz-regularized traini…
math.OC2026
SLDBO: A Snapshot Single-Loop Algorithm for Decentralized Bilevel Optimization
Chao Yin, Youran Dong, Shiqian Ma +2
Networked AI systems increasingly rely on multiple agents that collaboratively learn and adapt models over communication networks. In such systems, bilevel formulations naturally a…