Adversarial Feature Alignment: Avoid Catastrophic Forgetting in Incremental Task Lifelong Learning
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DOI: 10.1162/neco_a_01232
Abstract: Humans are able to master a variety of knowledge and skills with ongoing learning. By contrast, dramatic performance degradation is observed when new tasks are added to an existing neural network model. This phenomenon, termed… read more here.
Keywords: adversarial feature; catastrophic forgetting; feature alignment; new tasks ... See more keywords