A divided and prioritized experience replay approach for streaming regression

In the streaming learning setting, an agent is presented with a data stream on which to learn from in an online fashion. A common problem is catastrophic forgetting of old knowledge due to updates to the model. Mitigating catastrophic forgetting has received a lot of attention, and a variety of meth...

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Bibliographic Details
Main Authors: Mikkel Leite Arnø, John-Morten Godhavn, Ole Morten Aamo
Format: Article
Language:English
Published: Elsevier 2021-01-01
Series:MethodsX
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2215016121003617