Adversarial Continual Learning

Ebrahimi Sayna
Ebrahimi Sayna
Meier Franziska
Meier Franziska
Rohrbach Marcus
Rohrbach Marcus
Cited by: 0|Bibtex|Views61
Other Links: arxiv.org

Abstract:

Continual learning aims to learn new tasks without forgetting previously learned ones. We hypothesize that representations learned to solve each task in a sequence have a shared structure while containing some task-specific properties. We show that shared features are significantly less prone to forgetting and propose a novel hybrid con...More

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