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Add a plugin to manage the weight importance computation and penalization to the loss

Open AndreaCossu opened this issue 2 years ago • 1 comments

By using a separate plugin to compute importances and penalize the loss we can reuse the same interface for EWC, MAS, SI and all future strategies.

AndreaCossu avatar Mar 29 '22 14:03 AndreaCossu

I started this PR by implementing the interface for LwF (avalanche.training.regularization). Now it can be used easily outside of Avalanche strategies. We can do the same for the other regularization strategies.

AntonioCarta avatar Oct 13 '22 14:10 AntonioCarta