Continual learning with tiny episodic memories

In continual learning (CL), an agent learns from a stream of tasks leveraging prior experience to transfer knowledge to future tasks. It is an ideal framework to decrease the amount of supervision in the existing learning algorithms. But for a successful knowledge transfer, the learner needs to reme...

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Bibliographic Details
Main Authors: Chaudhry, A, Rohrbach, M, Elhoseiny, M, Ajanthan, T, Dokania, P, Torr, P, Ranzato, M
Format: Conference item
Published: 2019