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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★ 1 cited
Incremental Concept Formation over Visual Images Without Catastrophic Forgetting
Nicki Barari, Xin Lian, Christopher J. MacLellan
Deep neural networks have excelled in machine learning, particularly in vision tasks, however, they often suffer from catastrophic forgetting when learning new tasks sequentially.…