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cs.LG2024★ 1 cited
Cobweb: An Incremental and Hierarchical Model of Human-Like Category Learning
Xin Lian, Sashank Varma, Christopher J. MacLellan
Cobweb, a human-like category learning system, differs from most cognitive science models in incrementally constructing hierarchically organized tree-like structures guided by the…
cs.LG2024
Natural Mitigation of Catastrophic Interference: Continual Learning in Power-Law Learning Environments
Atith Gandhi, Raj Sanjay Shah, Vijay Marupudi +1
Neural networks often suffer from catastrophic interference (CI): performance on previously learned tasks drops off significantly when learning a new task. This contrasts strongly…