Christopher Summerfield

According to our database, Christopher Summerfield authored at least 32 papers between 2005 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

2024

Abrupt and spontaneous strategy switches emerge in simple regularised neural networks.

Anika T. Löwe, Léo Touzo, Paul S. Muhle-Karbe, Andrew M. Saxe, Christopher Summerfield, Nicolas W. Schuck

PLoS Comput. Biol., 2024

Flexible task abstractions emerge in linear networks with fast and bounded units.

Kai Sandbrink, Jan P. Bauer, Alexandra M. Proca, Andrew M. Saxe, Christopher Summerfield, Ali Hummos

CoRR, 2024

How will advanced AI systems impact democracy?

Christopher Summerfield, Lisa Argyle, Michiel A. 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, MH Tessler, Matthew Botvinick

CoRR, 2024

Towards Responsible Development of Generative AI for Education: An Evaluation-Driven Approach.

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 Strinopoulos, Annie Hale, Wayne Anderson, Luis C. Cobo, Niv Efron, Muktha Ananda, Shakir Mohamed, Maureen Heymans, Zoubin Ghahramani, Yossi Matias, Ben Gomes, Lila Ibrahim

CoRR, 2024

Early learning of the optimal constant solution in neural networks and humans.

Jirko Rubruck, Jan P. Bauer, Andrew M. Saxe, Christopher Summerfield

CoRR, 2024

Using deep reinforcement learning to promote sustainable human behaviour on a common pool resource problem.

Raphael Koster, Miruna Pîslar, Andrea Tacchetti, Jan Balaguer, Leqi Liu, Romuald Elie, Oliver P. Hauser, Karl Tuyls, Matt M. Botvinick, Christopher Summerfield

CoRR, 2024

2023

A recurrent neural network model of prefrontal brain activity during a working memory task.

Emilia P. Piwek, Mark G. Stokes, Christopher Summerfield

PLoS Comput. Biol., October, 2023

Modelling continual learning in humans with Hebbian context gating and exponentially decaying task signals.

Timo Flesch, David G. Nagy, Andrew M. Saxe, Christopher Summerfield

PLoS Comput. Biol., January, 2023

Regularised neural networks mimic human insight.

Anika T. Löwe, Léo Touzo, Paul S. Muhle-Karbe, Andrew M. Saxe, Christopher Summerfield, Nicolas W. Schuck

CoRR, 2023

Predictive and Interpretable: Combining Artificial Neural Networks and Classic Cognitive Models to Understand Human Learning and Decision Making.

Maria K. Eckstein, Christopher Summerfield, Nathaniel D. Daw, Kevin J. Miller

Proceedings of the 45th Annual Meeting of the Cognitive Science Society, 2023

2022

How do (perceptual) distracters distract?

Tsvetomira Dumbalska, Katarzyna Rudzka, Hannah E. Smithson, Christopher Summerfield

PLoS Comput. Biol., October, 2022

A Normative Account of Confirmation Bias During Reinforcement Learning.

Germain Lefebvre, Christopher Summerfield, Rafal Bogacz

Neural Comput., 2022

Continual task learning in natural and artificial agents.

Timo Flesch, Andrew M. Saxe, Christopher Summerfield

CoRR, 2022

Beyond Bayes-optimality: meta-learning what you know you don't know.

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

CoRR, 2022

The Good Shepherd: An Oracle Agent for Mechanism Design.

Jan Balaguer, Raphael Koster, Christopher Summerfield, Andrea Tacchetti

CoRR, 2022

HCMD-zero: Learning Value Aligned Mechanisms from Data.

Jan Balaguer, Raphael Koster, Ari Weinstein, Lucy Campbell-Gillingham, Christopher Summerfield, Matthew M. Botvinick, Andrea Tacchetti

CoRR, 2022

Human-centered mechanism design with Democratic AI.

Raphael Koster, Jan Balaguer, Andrea Tacchetti, Ari Weinstein, Tina Zhu, Oliver P. Hauser, Duncan Williams, Lucy Campbell-Gillingham, Phoebe Thacker, Matthew M. Botvinick, Christopher Summerfield

CoRR, 2022

Fine-tuning language models to find agreement among humans with diverse preferences.

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

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Learning to count visual objects by combining “what” and “where” in recurrent memory.

Jessica A. F. Thompson, Hannah Sheahan, Christopher Summerfield

Proceedings of The 1st Gaze Meets ML workshop, 2022

2020

Characterizing emergent representations in a space of candidate learning rules for deep networks.

Yinan Cao, Christopher Summerfield, Andrew M. Saxe

Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

2017

Robust averaging protects decisions from noise in neural computations.

Vickie Li, Santiago Herce Castañón, Joshua A. Solomon, Hildward Vandormael, Christopher Summerfield

PLoS Comput. Biol., 2017

Neural Circuits Trained with Standard Reinforcement Learning Can Accumulate Probabilistic Information during Decision Making.

Nils Kurzawa, Christopher Summerfield, Rafal Bogacz

Neural Comput., 2017

Building Machines that Learn and Think for Themselves: Commentary on Lake et al., Behavioral and Brain Sciences, 2017.

Matthew M. 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

CoRR, 2017

2016

Rhythmic gain control during supramodal integration of approximate number.

Bernhard Spitzer, Felix Blankenburg, Christopher Summerfield

NeuroImage, 2016

Hybrid computing using a neural network with dynamic external memory.

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

Nat., 2016

Near-optimal Integration of Magnitude in the Human Parietal Cortex.

Hannah Tickle, Maarten Speekenbrink, Konstantinos Tsetsos, Elizabeth Michael, Christopher Summerfield

J. Cogn. Neurosci., 2016

2013

Framing effects in perceptual decision-making.

Konstantinos Tsetsos, Christopher Summerfield

Proceedings of the 35th Annual Meeting of the Cognitive Science Society, 2013

A hierarchical Bayesian model of conceptual knowledge transfer.

Steven Buckingham, Alice Redfern, Christopher Summerfield

Proceedings of the 35th Annual Meeting of the Cognitive Science Society, 2013

Metacognition in Decision-making - Influences of Signal Strength and Reliability.

Annika Boldt, Vincent de Gardelle, Christopher Summerfield, Nick Yeung

Proceedings of the 35th Annual Meeting of the Cognitive Science Society, 2013

2010

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.

Jennifer A. Mangels, Alberto Manzi, Christopher Summerfield

J. Cogn. Neurosci., 2010

2006

Dissociable Neural Mechanisms for Encoding Predictable and Unpredictable Events.

Christopher Summerfield, Jennifer A. Mangels

J. Cogn. Neurosci., 2006

2005

Coherent theta-band EEG activity predicts item-context binding during encoding.

Christopher Summerfield, Jennifer A. Mangels

NeuroImage, 2005