arXiv Open Access 2021

Elastic Weight Consolidation (EWC): Nuts and Bolts

Abhishek Aich
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Abstrak

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.

Topik & Kata Kunci

Penulis (1)

A

Abhishek Aich

Format Sitasi

Aich, A. (2021). Elastic Weight Consolidation (EWC): Nuts and Bolts. https://arxiv.org/abs/2105.04093

Akses Cepat

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Informasi Jurnal
Tahun Terbit
2021
Bahasa
en
Sumber Database
arXiv
Akses
Open Access ✓