Abstraction and Generalisation in Human Decision-Making

Project Information

NEUROABSTRACTION

Grant agreement ID: 725937

DOI

10.3030/725937

Project closed

EC signature date 4 April 2017

Start date 1 July 2017

End date 31 December 2023

Funded under

• EXCELLENT SCIENCE - European Research Council (ERC)

Total cost

€ 1 999 775,00

EU contribution

€ 1 999 775,00

Coordinated by

THE CHANCELLOR, MASTERS AND SCHOLARS OF THE UNIVERSITY OF OXFORD
United Kingdom

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Publications

Peer reviewed articles (13)

Neural structure mapping in human probabilistic reward learning

Author(s): Fabrice Luyckx, Hamed Nili, Bernhard Spitzer, Christopher Summerfield
Published in: eLife, Issue 8, 2019, ISSN 2050-084X
Publisher: eLife Sciences Publications
DOI: 10.7554/elife.42816

Building machines that learn and think for themselves

Author(s): Matthew Botvinick, David G. T. Barrett, Peter Battaglia, Nando de Freitas, Darshan Kumaran, Joel Z Leibo, Timothy Lillicrap, Joseph Modayil, Shakir Mohamed, Neil C. Rabinowitz, Danilo J. Rezende, Adam Santoro, Tom Schaul, Christopher Summerfield, Greg Wayne, Theophane Weber, Daan Wierstra, Shane Legg, Demis Hassabis
Published in: Behavioral and Brain Sciences, Issue 40, 2017, ISSN 0140-525X
Publisher: Cambridge University Press
DOI: 10.1017/s0140525x17000048

Comparing continual task learning in minds and machines

Author(s): Timo Flesch, Jan Balaguer, Ronald Dekker, Hamed Nili, Christopher Summerfield
Published in: Proceedings of the National Academy of Sciences, Issue 115/44, 2018, Page(s) E10313-E10322, ISSN 0027-8424
Publisher: National Academy of Sciences
DOI: 10.1073/pnas.1800755115

Robust averaging protects decisions from noise in neural computations

Author(s): Vickie Li, Santiago Herce Castañón, Joshua A. Solomon, Hildward Vandormael, Christopher Summerfield
Published in: PLOS Computational Biology, Issue 13/8, 2017, Page(s) e1005723, ISSN 1553-7358
Publisher: Public LIbrary of Science
DOI: 10.1371/journal.pcbi.1005723

Perceptual suboptimality: Bug or feature?

Author(s): Christopher Summerfield, Vickie Li
Published in: Behavioral and Brain Sciences, Issue 41, 2018, ISSN 0140-525X
Publisher: Cambridge University Press
DOI: 10.1017/s0140525x18001437

A Network for Computing Value Equilibrium in the Human Medial Prefrontal Cortex

Author(s): Keno Juechems, Jan Balaguer, Santiago Herce Castañón, María Ruz, Jill X. O’Reilly, Christopher Summerfield
Published in: Neuron, Issue 101/5, 2019, Page(s) 977-987.e3, ISSN 0896-6273
Publisher: Cell Press
DOI: 10.1016/j.neuron.2018.12.029

Neuroscience-Inspired Artificial Intelligence

Author(s): Demis Hassabis, Dharshan Kumaran, Christopher Summerfield, Matthew Botvinick
Published in: Neuron, Issue 95/2, 2017, Page(s) 245-258, ISSN 0896-6273
Publisher: Cell Press
DOI: 10.1016/j.neuron.2017.06.011

Gain control explains the effect of distraction in human perceptual, cognitive, and economic decision making

Author(s): Vickie Li, Elizabeth Michael, Jan Balaguer, Santiago Herce Castañón, Christopher Summerfield
Published in: Proceedings of the National Academy of Sciences, Issue 115/38, 2018, Page(s) E8825-E8834, ISSN 0027-8424
Publisher: National Academy of Sciences
DOI: 10.1073/pnas.1805224115

Human noise blindness drives suboptimal cognitive inference

Author(s): Santiago Herce Castañón, Rani Moran, Jacqueline Ding, Tobias Egner, Dan Bang, Christopher Summerfield
Published in: Nature Communications, Issue 10/1, 2019, ISSN 2041-1723
Publisher: Nature Publishing Group
DOI: 10.1038/s41467-019-09330-7

Where Does Value Come From?

Author(s): Keno Juechems, Christopher Summerfield
Published in: Trends in Cognitive Sciences, Issue 23/10, 2019, Page(s) 836-850, ISSN 1364-6613
Publisher: Elsevier BV
DOI: 10.1016/j.tics.2019.07.012

Structure learning and the posterior parietal cortex

Author(s): Christopher Summerfield, Fabrice Luyckx, Hannah Sheahan
Published in: Progress in Neurobiology, Issue 184, 2020, Page(s) 101717, ISSN 0301-0082
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.pneurobio.2019.101717

Causal Inference in the Multisensory Brain

Author(s): Yinan Cao, Christopher Summerfield, Hame Park, Bruno Lucio Giordano, Christoph Kayser
Published in: Neuron, Issue 102/5, 2019, Page(s) 1076-1087.e8, ISSN 0896-6273
Publisher: Cell Press
DOI: 10.1016/j.neuron.2019.03.043

Selective Integration during Sequential Sampling in Posterior Neural Signals

Author(s): Fabrice Luyckx, Bernhard Spitzer, Annabelle Blangero, Konstantinos Tsetsos, Christopher Summerfield
Published in: Cerebral Cortex, 2020, ISSN 1047-3211
Publisher: Oxford University Press
DOI: 10.1093/cercor/bhaa039