2025
Contrastive Consolidation of Top-Down Modulations Achieves Sparsely Supervised Continual Learning
NeurIPS 2025poster
Biological brains learn continually from a stream of unlabeled data, while integrating specialized information from sparsely labeled examples without compromising their ability to generalize. Meanwhile, machine learning methods are susceptible to catastrophic forgetting in this natural learning sett…