Malavika Suresh

Relative Parameter Importance in Task-Agnostic Replay-Free Continual Learning

This work introduces a novel measure, the relative parameter-importance, which measures the relative importance of each parameter with respect to both the current and past tasks, and allows the update of parameters with high past-task importance when they have low relative-importance, thus enabling backward knowledge transfer.