2 papers
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…
cs.LG2024
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.…