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Generalization in Mind and Machine

Publications

Training neural networks to encode symbols enables combinatorial generalization

Author(s): Ivan I. Vankov, Jeffrey S. Bowers
Published in: Philosophical Transactions of the Royal Society B: Biological Sciences, Issue 375/1791, 2019, Page(s) 20190309, ISSN 0962-8436
DOI: 10.1098/rstb.2019.0309

Hiding a plane with a pixel: examining shape-bias in CNNs and the benefit of building in biological constraints.

Author(s): Gaurav Malhotra, Benjamin Evans and Jeffrey Bowers
Published in: Vision Research, 2020, ISSN 0042-6989

Subtractive gating improves generalization in working memory tasks

Author(s): Milton Llera Montero, Gaurav Malhotra, Jeff Bowers, Rui Ponte Costa
Published in: 2019 Conference on Cognitive Computational Neuroscience, 2019
DOI: 10.32470/ccn.2019.1352-0

Do LSTMs know about Principle C?

Author(s): Jeff Mitchell, Nina Kazanina, Conor Houghton, Jeff Bowers
Published in: 2019 Conference on Cognitive Computational Neuroscience, 2019
DOI: 10.32470/ccn.2019.1241-0

Extreme Translation Tolerance in Humans and Machines

Author(s): Ryan Blything, Ivan Vankov, Casimir Ludwig, Jeffrey Bowers
Published in: 2019 Conference on Cognitive Computational Neuroscience, 2019
DOI: 10.32470/ccn.2019.1091-0

Humans cannot decipher adversarial images: Revisiting Zhou and Firestone (2019)

Author(s): Marin Dujmović, Gaurav Malhotra, Jeffrey Bowers
Published in: 2019 Conference on Cognitive Computational Neuroscience, 2019
DOI: 10.32470/ccn.2019.1298-0

Adding biological constraints to CNNs makes image classification more human-like and robust

Author(s): Gaurav Malhotra, Benjamin Evans, Jeffrey Bowers
Published in: 2019 Conference on Cognitive Computational Neuroscience, 2019
DOI: 10.32470/ccn.2019.1212-0

Translation Tolerance in Vision.




Selectivity Metrics Provide Misleading Estimates of the Selectivity of Single Units in Neural Networks




The Contrasting Roles of Shape in Human Vision and Convolutional Neural Networks




Harnessing the Symmetry of Convolutions for Systematic Generalisation

Author(s): Jeff Mitchell, Jeffrey Bowers
Published in: In Proceedings of the 2020 International Joint Conference on Neural Networks, 2020