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C

Christopher Summerfield

university of oxford

55H-index
249Paper Count
1.7WCitation Count
Published Papers 68
Publication Date
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Human curriculum learning of a cue combination task
errNature Human Behaviour
IF15.9
err2026-05-05
err0
errOAAI
errQingtian Mi; Christopher Summerfield
errShare
errSave
Hybrid neural–cognitive models reveal how memory shapes human reward learning
errNature Human Behaviour
IF15.9
err2026-02-05
err0
errOAAI
errMaria K. Eckstein; Christopher Summerfield; Nathaniel D. Daw; Kevin J. Miller
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errSave
How malicious AI swarms can threaten democracy
errScience
IF45.8
err2026-01-22
err0
PREAI
errDaniel Thilo Schroeder; Meeyoung Cha; Andrea Baronchelli; Nick Bostrom; Nicholas A. Christakis; David Garcia; Amit Goldenberg; Yara Kyrychenko; Kevin Leyton-Brown; Nina Lutz; Gary Marcus; Filippo Menczer; Gordon Pennycook; David G. Rand; Maria Ressa; Frank Schweitzer; Dawn Song; Christopher Summerfield; Audrey Tang; Jay J. Van Bavel; Sander van der Linden; Jonas R. Kunst
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errSave
Shared sensitivity to data distribution during learning in humans and transformer networks
errNature Human Behaviour
IF15.9
err2025-12-23
err0
errOAAI
errJacques Pesnot Lerousseau; Christopher Summerfield
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errSave
The levers of political persuasion with conversational artificial intelligence
errScience
IF45.8
err2025-12-04
err0
errOAAI
errKobi Hackenburg; Ben M. Tappin; Luke Hewitt; Ed Saunders; Sid Black; Hause Lin; Catherine Fist; Helen Margetts; David G. Rand; Christopher Summerfield
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errSave
Humans and neural networks show similar patterns of transfer and interference during continual learning
errNature Human Behaviour
IF15.9
err2025-10-30
err0
errOAAI
errEleanor Holton; Lukas Braun; Jessica AF Thompson; Jan Grohn; Christopher Summerfield
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errSave
The impact of advanced AI systems on democracy
errNature Human Behaviour
IF15.9
err2025-10-01
err0
PREAI
errChristopher Summerfield; Lisa P. Argyle; Michiel Bakker; Teddy Collins; Esin Durmus; Tyna Eloundou; Iason Gabriel; Deep Ganguli; Kobi Hackenburg; Gillian K. Hadfield; Luke Hewitt; Saffron Huang; Hélène Landemore; Nahema Marchal; Aviv Ovadya; Ariel Procaccia; Mathias Risse; Bruce Schneier; Elizabeth Seger; Divya Siddarth; Henrik Skaug Sætra; Michael Henry Tessler; Matthew Botvinick
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errSave
Deep reinforcement learning can promote sustainable human behaviour in a common-pool resource problem
errNATURE COMMUNICATIONS
IF15.7
err2025-03-22
err0
errOAAI
errKoster, Raphael; Pislar, Miruna; Tacchetti, Andrea; Balaguer, Jan; Liu, Leqi; Elie, Romuald; Hauser, Oliver P.; Tuyls, Karl; Botvinick, Matt; Summerfield, Christopher
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errSave
Zero-shot counting with a dual-stream neural network model
errNEURON
IF15
err2024-12-01
err1
errOAAI
errThompson, Jessica A. F.; Sheahan, Hannah; Dumbalska, Tsvetomira; Sandbrink, Julian D.; Piazza, Manuela; Summerfield, Christopher
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errSave
Quo vadis, planning?
errBEHAVIORAL AND BRAIN SCIENCES
IF13.7
err2024-09-23
err0
PREAI
errPesnot-Lerousseau, Jacques; Summerfield, Christopher
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errSave
Modelling cognitive flexibility with deep neural networks
errCURRENT OPINION IN BEHAVIORAL SCIENCES
IF3.5
err2024-06-01
err1
errOAAI
errSandbrink, Kai; Summerfield, Christopher
errShare
errSave
Space as a scaffold for rotational generalisation of abstract concepts
errELIFE
IF0
err2024-04-03
err0
errOAAI
errPesnot Lerousseau, Jacques; Summerfield, Christopher
errShare
errSave
Thinking beyond the ventral stream: Comment on Bowers et al.
errBEHAVIORAL AND BRAIN SCIENCES
IF13.7
err2023-12-06
err0
PREAI
errSummerfield, Christopher; Thompson, Jessica A. F.
errShare
errSave
Goal-seeking compresses neural codes for space in the human hippocampus and orbitofrontal cortex
errNEURON
IF15
err2023-12-01
err9
errOAAI
errMuhle-Karbe, Paul S.; Sheahan, Hannah; Pezzulo, Giovanni; Spiers, Hugo J.; Chien, Samson; Schuck, Nicolas W.; Summerfield, Christopher
errShare
errSave
A recurrent neural network model of prefrontal brain activity during a working memory task
errplos biology
IF3.6
err2023-10-18
err6
errOAAI
errPiwek, Emilia P.; Stokes, Mark G.; Summerfield, Christopher
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errSave
Neural knowledge assembly in humans and neural networks
errNEURON
IF15
err2023-05-01
err11
errOAAI
errNelli, Stephanie; Braun, Lukas; Dumbalska, Tsvetomira; Saxe, Andrew; Summerfield, Christopher
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errSave
Human Optional Stopping in a Heteroscedastic World
errPSYCHOLOGICAL REVIEW
IF5.8
err2023-01-01
err6
errOAAI
errTickle, Hannah; Tsetsos, Konstantinos; Speekenbrink, Maarten; Summerfield, Christopher
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errSave
Orthogonal representations for robust context-dependent task performance in brains and neural networks (vol 110, pg 1258, 2022)
errNEURON
IF15
err2022-12-01
err1
errOAAI
errFlesch, Timo; Juechems, Keno; Dumbalska, Tsvetomira; Saxe, Andrew; Summerfield, Christopher
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errSave
Curriculum learning for human compositional generalization
errPROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA
IF9.1
err2022-10-03
err9
errOAAI
errDekker, Ronald B.; Otto, Fabian; Summerfield, Christopher
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errSave
Orthogonal representations for robust context-dependent task performance in brains and neural networks
errNEURON
IF15
err2022-04-01
err71
errOAAI
errFlesch, Timo; Juechems, Keno; Dumbalska, Tsvetomira; Saxe, Andrew; Summerfield, Christopher
errShare
errSave

Research Directions

No research directions
Co-authors
Cooperation Journals
R
Russell A. Poldrack
H-index: 133 · Papers: 703
T
Timothy E.J. Behrens
H-index: 120 · Papers: 345
E
Eduardo Tolosa
H-index: 112 · Papers: 580
A
Anna C. Nobre
H-index: 99 · Papers: 555
D
David G. Rand
H-index: 98 · Papers: 569
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