NeuroGuard: Neural Gradient Update Aware of Representation Damage

Taigo Sakai, Kazuhito Hotta

Long-tailed class-incremental learning (LT-CIL) must learn new classes from imbalanced streams while retaining old classes. Existing methods mainly change replay, classifiers, or l…