2 papers
cs.LG2026
Metaplasticity as adaptive gradient preconditioning for incremental learning
Isabelle Aguilar, Zayn Andre Zainal, Omid Kavehei
Biological intelligence naturally prevents catastrophic forgetting through Complementary Learning Systems (CLS) theory, a macroscopic consolidation process driven at the local leve…
cs.LG2025
Stochastic Engrams for Efficient Continual Learning with Binarized Neural Networks
Isabelle Aguilar, Luis Fernando Herbozo Contreras, Omid Kavehei
The ability to learn continuously in artificial neural networks (ANNs) is often limited by catastrophic forgetting, a phenomenon in which new knowledge becomes dominant. By taking…