21 citations · 70 across the 10 of their papers we have counts for
3 papers · 1 filter
A Memory-Augmented Neural Network Model of Abstract Rule Learning
Ishan Sinha, Taylor W. Webb, Jonathan D. Cohen
Human intelligence is characterized by a remarkable ability to infer abstract rules from experience and apply these rules to novel domains. As such, designing neural network algori…
Emergent Symbols through Binding in External Memory
Taylor W. Webb, Ishan Sinha, Jonathan D. Cohen
A key aspect of human intelligence is the ability to infer abstract rules directly from high-dimensional sensory data, and to do so given only a limited amount of training experien…
Learning Representations that Support Extrapolation
Taylor W. Webb, Zachary Dulberg, Steven M. Frankland +3
Extrapolation -- the ability to make inferences that go beyond the scope of one's experiences -- is a hallmark of human intelligence. By contrast, the generalization exhibited by c…