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arXiv 2105.04093cs.CVcs.LGstat.ML

Elastic Weight Consolidation (EWC): Nuts and Bolts

University of California, Riverside(加州大学河滨分校)

Abhishek Aich

英文摘要:

In this report, we present a theoretical support of the continual learning method \textbf{Elastic Weight Consolidation}, introduced in paper titled `Overcoming catastrophic forgetting in neural networks'. Being one of the most cited paper in regularized methods for continual learning, this report disentangles the underlying concept of the proposed objective function. We assume that the reader is aware of the basic terminologies of continual learning.

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