Christopher Summerfield

Publication Activity (10 Years)

Years Active: 2005-2024
Publications (10 Years): 25

Top Topics

Reinforcement Learning

Cognitive Models

Top Venues

PLoS Comput. Biol.

Publications

Raphael Koster, Miruna Pîslar, Andrea Tacchetti, Jan Balaguer, Leqi Liu, Romuald Elie, Oliver P. Hauser, Karl Tuyls, Matt M. Botvinick, Christopher Summerfield
Using deep reinforcement learning to promote sustainable human behaviour on a common pool resource problem. CoRR (2024)
Jirko Rubruck, Jan P. Bauer, Andrew M. Saxe, Christopher Summerfield
Early learning of the optimal constant solution in neural networks and humans. CoRR (2024)
Irina Jurenka, Markus Kunesch, Kevin R. McKee, Daniel Gillick, Shaojian Zhu, Sara Wiltberger, Shubham Milind Phal, Katherine L. Hermann, Daniel Kasenberg, Avishkar Bhoopchand, Ankit Anand, Miruna Pîslar, Stephanie Chan, Lisa Wang, Jennifer She, Parsa Mahmoudieh, Aliya Rysbek, Wei-Jen Ko, Andrea Huber, Brett Wiltshire, Gal Elidan, Roni Rabin, Jasmin Rubinovitz, Amit Pitaru, Mac McAllister, Julia Wilkowski, David Choi, Roee Engelberg, Lidan Hackmon, Adva Levin, Rachel Griffin, Michael Sears, Filip Bar, Mia Mesar, Mana Jabbour, Arslan Chaudhry, James Cohan, Sridhar Thiagarajan, Nir Levine, Ben Brown, Dilan Görür, Svetlana Grant, Rachel Hashimshoni, Laura Weidinger, Jieru Hu, Dawn Chen, Kuba Dolecki, Canfer Akbulut, Maxwell L. Bileschi, Laura Culp, Wen-Xin Dong, Nahema Marchal, Kelsie Van Deman, Hema Bajaj Misra, Michael Duah, Moran Ambar, Avi Caciularu, Sandra Lefdal, Christopher Summerfield, James An, Pierre-Alexandre Kamienny, Abhinit Mohdi, Theofilos Strinopoulous, Annie Hale, Wayne Anderson, Luis C. Cobo, Niv Efron, Muktha Ananda, Shakir Mohamed, Maureen Heymans, Zoubin Ghahramani, Yossi Matias, Ben Gomes, Lila Ibrahim
Towards Responsible Development of Generative AI for Education: An Evaluation-Driven Approach. CoRR (2024)
Emilia P. Piwek, Mark G. Stokes, Christopher Summerfield
A recurrent neural network model of prefrontal brain activity during a working memory task. PLoS Comput. Biol. 19 (10) (2023)
Maria K. Eckstein, Christopher Summerfield, Nathaniel D. Daw, Kevin J. Miller
Predictive and Interpretable: Combining Artificial Neural Networks and Classic Cognitive Models to Understand Human Learning and Decision Making. CogSci (2023)
Anika T. Löwe, Léo Touzo, Paul S. Muhle-Karbe, Andrew M. Saxe, Christopher Summerfield, Nicolas W. Schuck
Regularised neural networks mimic human insight. CoRR (2023)
Timo Flesch, David G. Nagy, Andrew M. Saxe, Christopher Summerfield
Modelling continual learning in humans with Hebbian context gating and exponentially decaying task signals. PLoS Comput. Biol. 19 (1) (2023)
Timo Flesch, Andrew Saxe, Christopher Summerfield
Continual task learning in natural and artificial agents. CoRR (2022)
Michiel A. Bakker, Martin J. Chadwick, Hannah R. Sheahan, Michael Henry Tessler, Lucy Campbell-Gillingham, Jan Balaguer, Nat McAleese, Amelia Glaese, John Aslanides, Matthew M. Botvinick, Christopher Summerfield
Fine-tuning language models to find agreement among humans with diverse preferences. CoRR (2022)
Timo Flesch, David G. Nagy, Andrew Saxe, Christopher Summerfield
Modelling continual learning in humans with Hebbian context gating and exponentially decaying task signals. CoRR (2022)
Jordi Grau-Moya, Grégoire Delétang, Markus Kunesch, Tim Genewein, Elliot Catt, Kevin Li, Anian Ruoss, Chris Cundy, Joel Veness, Jane X. Wang, Marcus Hutter, Christopher Summerfield, Shane Legg, Pedro A. Ortega
Beyond Bayes-optimality: meta-learning what you know you don't know. CoRR (2022)
Jan Balaguer, Raphael Koster, Ari Weinstein, Lucy Campbell-Gillingham, Christopher Summerfield, Matthew Botvinick, Andrea Tacchetti
HCMD-zero: Learning Value Aligned Mechanisms from Data. CoRR (2022)
Germain Lefebvre, Christopher Summerfield, Rafal Bogacz
A Normative Account of Confirmation Bias During Reinforcement Learning. Neural Comput. 34 (2) (2022)
Michiel A. Bakker, Martin J. Chadwick, Hannah Sheahan, Michael Henry Tessler, Lucy Campbell-Gillingham, Jan Balaguer, Nat McAleese, Amelia Glaese, John Aslanides, Matt M. Botvinick, Christopher Summerfield
Fine-tuning language models to find agreement among humans with diverse preferences. NeurIPS (2022)
Raphael Koster, Jan Balaguer, Andrea Tacchetti, Ari Weinstein, Tina Zhu, Oliver Hauser, Duncan Williams, Lucy Campbell-Gillingham, Phoebe Thacker, Matthew Botvinick, Christopher Summerfield
Human-centered mechanism design with Democratic AI. CoRR (2022)
Jan Balaguer, Raphael Koster, Christopher Summerfield, Andrea Tacchetti
The Good Shepherd: An Oracle Agent for Mechanism Design. CoRR (2022)
Jessica A. F. Thompson, Hannah Sheahan, Christopher Summerfield
Learning to count visual objects by combining “what” and “where” in recurrent memory. Gaze Meets ML (2022)
Tsvetomira Dumbalska, Katarzyna Rudzka, Hannah E. Smithson, Christopher Summerfield
How do (perceptual) distracters distract? PLoS Comput. Biol. 18 (10) (2022)
Yinan Cao, Christopher Summerfield, Andrew Saxe
Characterizing emergent representations in a space of candidate learning rules for deep networks. NeurIPS (2020)
Nils Kurzawa, Christopher Summerfield, Rafal Bogacz
Neural Circuits Trained with Standard Reinforcement Learning Can Accumulate Probabilistic Information during Decision Making. Neural Comput. 29 (2) (2017)
Vickie Li, Santiago Herce Castañón, Joshua A. Solomon, Hildward Vandormael, Christopher Summerfield
Robust averaging protects decisions from noise in neural computations. PLoS Comput. Biol. 13 (8) (2017)
Matthew Botvinick, David G. T. Barrett, Peter W. Battaglia, Nando de Freitas, Dharshan Kumaran, Joel Z. Leibo, Tim Lillicrap, Joseph Modayil, S. Mohamed, Neil C. Rabinowitz, Danilo Jimenez Rezende, Adam Santoro, Tom Schaul, Christopher Summerfield, Greg Wayne, Theophane Weber, Daan Wierstra, Shane Legg, Demis Hassabis
Building Machines that Learn and Think for Themselves: Commentary on Lake et al., Behavioral and Brain Sciences, 2017. CoRR (2017)
Bernhard Spitzer, Felix Blankenburg, Christopher Summerfield
Rhythmic gain control during supramodal integration of approximate number. NeuroImage 129 (2016)
Alex Graves, Greg Wayne, Malcolm Reynolds, Tim Harley, Ivo Danihelka, Agnieszka Grabska-Barwinska, Sergio Gomez Colmenarejo, Edward Grefenstette, Tiago Ramalho, John P. Agapiou, Adrià Puigdomènech Badia, Karl Moritz Hermann, Yori Zwols, Georg Ostrovski, Adam Cain, Helen King, Christopher Summerfield, Phil Blunsom, Koray Kavukcuoglu, Demis Hassabis
Hybrid computing using a neural network with dynamic external memory. Nat. 538 (7626) (2016)
Hannah Tickle, Maarten Speekenbrink, Konstantinos Tsetsos, Elizabeth Michael, Christopher Summerfield
Near-optimal Integration of Magnitude in the Human Parietal Cortex. J. Cogn. Neurosci. 28 (4) (2016)
Annika Boldt, Vincent de Gardelle, Christopher Summerfield, Nick Yeung
Metacognition in Decision-making - Influences of Signal Strength and Reliability. CogSci (2013)
Steven Buckingham, Alice Redfern, Christopher Summerfield
A hierarchical Bayesian model of conceptual knowledge transfer. CogSci (2013)
Konstantinos Tsetsos, Christopher Summerfield
Framing effects in perceptual decision-making. CogSci (2013)
Jennifer A. Mangels, Alberto Manzi, Christopher Summerfield
The First Does the Work, But the Third Time's the Charm: The Effects of Massed Repetition on Episodic Encoding of Multimodal Face-Name Associations. J. Cogn. Neurosci. 22 (3) (2010)
Christopher Summerfield, Jennifer A. Mangels
Dissociable Neural Mechanisms for Encoding Predictable and Unpredictable Events. J. Cogn. Neurosci. 18 (7) (2006)
Christopher Summerfield, Jennifer A. Mangels
Coherent theta-band EEG activity predicts item-context binding during encoding. NeuroImage 24 (3) (2005)