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Generalization in Mind and Machine

Publications

What do adversarial images tell us about human vision?

Author(s): Marin Dujmović, Gaurav Malhotra, Jeffrey S Bowers
Published in: eLife, Issue 9, 2020, Page(s) 1-29, ISSN 2050-084X
DOI: 10.7554/elife.55978

Parallel Distributed Processing Theory in the Age of Deep Networks

Author(s): Jeffrey S. Bowers
Published in: Trends in Cognitive Sciences, Issue 21/12, 2017, Page(s) 950-961, ISSN 1364-6613
DOI: 10.1016/j.tics.2017.09.013

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 D. Evans, Jeffrey S. Bowers
Published in: Vision Research, Issue 174, 2020, Page(s) 57-68, ISSN 0042-6989
DOI: 10.1016/j.visres.2020.04.013

Are there any ‘object detectors’ in the hidden layers of CNNs trained to identify objects or scenes?

Author(s): Ella M. Gale, Nicholas Martin, Ryan Blything, Anh Nguyen, Jeffrey S. Bowers
Published in: Vision Research, Issue 176, 2020, Page(s) 60-71, ISSN 0042-6989
DOI: 10.1016/j.visres.2020.06.007

The human visual system and CNNs can both support robust online translation tolerance following extreme displacements

Author(s): Ryan Blything, Valerio Biscione, Ivan I. Vankov, Casimir J. H. Ludwig, Jeffrey S. Bowers
Published in: Journal of Vision, Issue 21/2, 2021, Page(s) 9, ISSN 1534-7362
DOI: 10.1167/jov.21.2.9

Learning Translation Invariance in CNNs

Author(s): Valerio Biscione, Jeffrey Bowers
Published in: NeurIPS 2020 Workshop SVRHM, 2020

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.

Author(s): Ryan Blything, Ivan I. Vankov, Casimir J. Ludwig, Jeffrey S. Bowers
Published in: 41st Annual Conference of the Cognitive Science Society 2019, 2019

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

Author(s): Ella Gale, Ryan Blything, Nicholas Martin, Jeffrey S. Bowers, and Anh Nguyen.
Published in: 41st Annual Conference of the Cognitive Science Society 2019, 2019

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

Author(s): Gaurav Malhotra, Jeff Bowers
Published in: 41st Annual Conference of the Cognitive Science Society 2019, 2019

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

Harnessing the Symmetry of Convolutions for Systematic Generalisation

Author(s): Jeff Mitchell, Jeffrey S. Bowers
Published in: 2020 International Joint Conference on Neural Networks (IJCNN), 2020, Page(s) 1-8
DOI: 10.1109/ijcnn48605.2020.9207183

Priorless Recurrent Networks Learn Curiously

Author(s): Jeff Mitchell, Jeffrey Bowers
Published in: Proceedings of the 28th International Conference on Computational Linguistics, 2020, Page(s) 5147-5158
DOI: 10.18653/v1/2020.coling-main.451

Datasets

CIFAR-10G

Author(s): Benjamin D. Evans
Published in: Zenodo