2 papers
cs.LG2026
Perturbation Effects on Robustness and Individual Fairness
Xuran Li, Hao Xue, Peng Wu +4
Deep neural networks are vulnerable to adversarial perturbations that can simultaneously degrade prediction robustness and individual fairness across diverse application settings.…
cs.LG2026
From Order to Distribution: A Spectral Characterization of Forgetting in Continual Learning
Zonghuan Xu, Xingjun Ma
A central challenge in continual learning is forgetting, the loss of performance on previously learned tasks induced by sequential adaptation to new ones. While forgetting has been…