Lost, then found: transient forgetting in humans and machines
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Published on: December 11, 2017
Milan Van Maldegem1, Hans Op de Beeck2, Niels A Taatgen3
1Department of Electrical Engineering, KU Leuven, Leuven, Belgium; Department of Brain & Cognition, KU Leuven, Leuven, Belgium; Bernoulli Institute of Mathematics, Computer Science and Artificial Intelligence, University of Groningen, Groningen, The Netherlands.
Abstract:
Forgetting can be permanent or transient. An intriguing, recently described form of transient forgetting (TF) in artificial neural networks is the stability gap: a network that has already learned a first task exhibits transient yet substantial forgetting when it begins additional training on a second task alongside the first. Could an analogous phenomenon be found in humans? Following a literature survey, six types of TF in humans were identified, categorised by their sources: learning, retrieval, spontaneous, overgeneralisation, task-switching, and multitasking. Although all differ in important ways from the stability gap, it is hypothesised that some underlying mechanisms are shared. This opinion article concludes by proposing experiments to test whether a 'stability gap-like' form of TF also occurs in humans.
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