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Learning to Navigate Wikipedia by Taking Random Walks


Oct 31, 2022
Manzil Zaheer, Kenneth Marino, Will Grathwohl, John Schultz, Wendy Shang, Sheila Babayan, Arun Ahuja, Ishita Dasgupta, Christine Kaeser-Chen, Rob Fergus

* NeurIPS 2022 

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Transformers generalize differently from information stored in context vs in weights


Oct 11, 2022
Stephanie C. Y. Chan, Ishita Dasgupta, Junkyung Kim, Dharshan Kumaran, Andrew K. Lampinen, Felix Hill


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Language models show human-like content effects on reasoning


Jul 14, 2022
Ishita Dasgupta, Andrew K. Lampinen, Stephanie C. Y. Chan, Antonia Creswell, Dharshan Kumaran, James L. McClelland, Felix Hill


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Using Natural Language and Program Abstractions to Instill Human Inductive Biases in Machines


May 23, 2022
Sreejan Kumar, Carlos G. Correa, Ishita Dasgupta, Raja Marjieh, Michael Y. Hu, Robert D. Hawkins, Nathaniel D. Daw, Jonathan D. Cohen, Karthik Narasimhan, Thomas L. Griffiths


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Can language models learn from explanations in context?


Apr 05, 2022
Andrew K. Lampinen, Ishita Dasgupta, Stephanie C. Y. Chan, Kory Matthewson, Michael Henry Tessler, Antonia Creswell, James L. McClelland, Jane X. Wang, Felix Hill


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Disentangling Abstraction from Statistical Pattern Matching in Human and Machine Learning


Apr 04, 2022
Sreejan Kumar, Ishita Dasgupta, Raja Marjieh, Nathaniel D. Daw, Jonathan D. Cohen, Thomas L. Griffiths


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Tell me why! -- Explanations support learning of relational and causal structure


Dec 08, 2021
Andrew K. Lampinen, Nicholas A. Roy, Ishita Dasgupta, Stephanie C. Y. Chan, Allison C. Tam, James L. McClelland, Chen Yan, Adam Santoro, Neil C. Rabinowitz, Jane X. Wang, Felix Hill

* 22 pages 

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Distinguishing rule- and exemplar-based generalization in learning systems


Oct 08, 2021
Ishita Dasgupta, Erin Grant, Thomas L. Griffiths

* 9 pages 

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Passive attention in artificial neural networks predicts human visual selectivity


Jul 14, 2021
Thomas A. Langlois, H. Charles Zhao, Erin Grant, Ishita Dasgupta, Thomas L. Griffiths, Nori Jacoby


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Are Convolutional Neural Networks or Transformers more like human vision?


May 15, 2021
Shikhar Tuli, Ishita Dasgupta, Erin Grant, Thomas L. Griffiths

* Accepted at CogSci 2021 

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