LwI fuses old and new models with graph matching, matching similar channels in shallow layers and dissimilar channels in deep layers, to reduce catastrophic forgetting without storing old data.
WSN requires a mask when dealing with various tasks, limiting its applicability to task-aware testing
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Learning without Isolation: Pathway Protection for Continual Learning
LwI fuses old and new models with graph matching, matching similar channels in shallow layers and dissimilar channels in deep layers, to reduce catastrophic forgetting without storing old data.