Normative Loss Landscape Navigation: A Trajectory-Based Approach to Mitigating Forgetting in Incremental Learning

Isabelle Aguilar, Zayn Andre Zainal, Luis Fernando Herbozo Contreras +2

Continual learning models suffer from catastrophic forgetting when trained sequentially on non-stationary data distributions. Previously, this has been addressed through weight reg…