2 papers
cs.LG2026
How Learning Dynamics Drive Adversarially Robust Generalization?
Yuelin Xu, Xiao Zhang
Despite being widely adopted as a canonical framework for learning robust models, adversarial training suffers from robust overfitting. Existing empirical and theoretical explorati…
cs.LG2026
Efficient Semi-Supervised Adversarial Training via Latent Clustering-Based Data Reduction
Somrita Ghosh, Yuelin Xu, Xiao Zhang
Learning robust models under adversarial settings is widely recognized as requiring a considerably large number of training samples. Recent work proposes semi-supervised adversaria…