[HTML][HTML] Continual lifelong learning with neural networks: A review
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, is …
knowledge and skills throughout their lifespan. This ability, referred to as lifelong learning, is …
Catastrophic forgetting, rehearsal and pseudorehearsal
This paper reviews the problem of catastrophic forgetting (the loss or disruption of previously
learned information when new information is learned) in neural networks, and explores …
learned information when new information is learned) in neural networks, and explores …
[PDF][PDF] Deep class-incremental learning: A survey
Catastrophic forgetting in deep learning: a comprehensive taxonomy
Deep Learning models have achieved remarkable performance in tasks such as image
classification or generation, often surpassing human accuracy. However, they can struggle …
classification or generation, often surpassing human accuracy. However, they can struggle …