568 citations · 1.1k across the 8 of their papers we have counts for
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cs.LG2018
Continual Lifelong Learning with Neural Networks: A Review
German I. Parisi, Ronald Kemker, Jose L. Part +2
Humans and animals have the ability to continually acquire, fine-tune, and transfer knowledge and skills throughout their lifespan. This ability, referred to as lifelong learning,…
cs.LG2017★ 318 cited
FearNet: Brain-Inspired Model for Incremental Learning
Ronald Kemker, Christopher Kanan
Incremental class learning involves sequentially learning classes in bursts of examples from the same class. This violates the assumptions that underlie methods for training standa…