arxivcs.LGcs.AIcs.NE2026-07-10
Interference and Retention in Continual Learning
Continual learning commonly relies on post-hoc mechanisms such as replay, elastic regularization, or distillation. This work argues that forgetting should instead be modeled directly as interference between tasks. In the frozen-feature regime, forgetting from learning a new task…