Self-Net: Lifelong Learning via Continual Self-Modeling

Learning a set of tasks over time, also known as continual learning (CL), is one of the most challenging problems in artificial intelligence. While recent approaches achieve some degree of CL in deep neural networks, they either (1) store a new network (or an equivalent number of parameters) for eac...

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Bibliographic Details
Main Authors: Jaya Krishna Mandivarapu, Blake Camp, Rolando Estrada
Format: Article
Language:English
Published: Frontiers Media S.A. 2020-04-01
Series:Frontiers in Artificial Intelligence
Subjects:
Online Access:https://www.frontiersin.org/article/10.3389/frai.2020.00019/full