565 citations · 971 across the 42 of their papers we have counts for
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cs.LG2020
What shapes feature representations? Exploring datasets, architectures, and training
Katherine L. Hermann, Andrew K. Lampinen
In naturalistic learning problems, a model's input contains a wide range of features, some useful for the task at hand, and others not. Of the useful features, which ones does the…
cs.LG2020
Transforming task representations to perform novel tasks
Andrew K. Lampinen, James L. McClelland
An important aspect of intelligence is the ability to adapt to a novel task without any direct experience (zero-shot), based on its relationship to previous tasks. Humans can exhib…