forget

Definition

Losing previously acquired knowledge as a result of later training. The canonical failure is catastrophic forgetting, where fine-tuning on a new task degrades performance on old ones because the same weights are overwritten — a central problem in continual learning and a routine side effect of domain adaptation. Contrast machine unlearning, which uses the same verb for the opposite goal: deliberately removing specific information on request.