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ORCIDChristopher Summerfield
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2020 – today
- 2024
[i13]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 abs/2404.15059 (2024)- [i12]Jirko Rubruck, Jan P. Bauer, Andrew M. Saxe, Christopher Summerfield:
Early learning of the optimal constant solution in neural networks and humans. CoRR abs/2406.17467 (2024) - [i11]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 abs/2407.12687 (2024) - [i10]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, Helene Landemore, Nahema Marchal, Aviv Ovadya, Ariel Procaccia, Mathias Risse, Bruce Schneier, Elizabeth Seger, Divya Siddarth, Henrik Skaug Sætra, MH Tessler, Matthew Botvinick:
How will advanced AI systems impact democracy? CoRR abs/2409.06729 (2024) - 2023
- [j12]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) - [j11]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) - [c7]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 - [i9]Anika T. Löwe, Léo Touzo, Paul S. Muhle-Karbe, Andrew M. Saxe, Christopher Summerfield, Nicolas W. Schuck:
Regularised neural networks mimic human insight. CoRR abs/2302.11351 (2023) - 2022
- [j10]Germain Lefebvre, Christopher Summerfield, Rafal Bogacz:
A Normative Account of Confirmation Bias During Reinforcement Learning. Neural Comput. 34(2): 307-337 (2022) - [j9]Tsvetomira Dumbalska, Katarzyna Rudzka, Hannah E. Smithson, Christopher Summerfield:
How do (perceptual) distracters distract? PLoS Comput. Biol. 18(10): 1010609 (2022) - [c6]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: 199-218 - [c5]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 - [i8]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:
Human-centered mechanism design with Democratic AI. CoRR abs/2201.11441 (2022) - [i7]Jan Balaguer, Raphael Koster, Ari Weinstein, Lucy Campbell-Gillingham, Christopher Summerfield, Matthew M. Botvinick, Andrea Tacchetti:
HCMD-zero: Learning Value Aligned Mechanisms from Data. CoRR abs/2202.10122 (2022) - [i6]Jan Balaguer, Raphael Koster, Christopher Summerfield, Andrea Tacchetti:
The Good Shepherd: An Oracle Agent for Mechanism Design. CoRR abs/2202.10135 (2022) - [i5]Timo Flesch, David G. Nagy, Andrew M. Saxe, Christopher Summerfield:
Modelling continual learning in humans with Hebbian context gating and exponentially decaying task signals. CoRR abs/2203.11560 (2022) - [i4]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 abs/2209.15618 (2022) - [i3]Timo Flesch, Andrew M. Saxe, Christopher Summerfield:
Continual task learning in natural and artificial agents. CoRR abs/2210.04520 (2022) - [i2]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 abs/2211.15006 (2022) - 2020
- [c4]Yinan Cao, Christopher Summerfield, Andrew M. Saxe:
Characterizing emergent representations in a space of candidate learning rules for deep networks. NeurIPS 2020
2010 – 2019
- 2017
- [j8]Nils Kurzawa, Christopher Summerfield, Rafal Bogacz:
Neural Circuits Trained with Standard Reinforcement Learning Can Accumulate Probabilistic Information during Decision Making. Neural Comput. 29(2): 368-393 (2017) - [j7]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) - [i1]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:
Building Machines that Learn and Think for Themselves: Commentary on Lake et al., Behavioral and Brain Sciences, 2017. CoRR abs/1711.08378 (2017) - 2016
- [j6]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): 589-603 (2016) - [j5]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): 471-476 (2016) - [j4]Bernhard Spitzer, Felix Blankenburg, Christopher Summerfield:
Rhythmic gain control during supramodal integration of approximate number. NeuroImage 129: 470-479 (2016) - 2013
- [c3]Annika Boldt, Vincent de Gardelle, Christopher Summerfield, Nick Yeung:
Metacognition in Decision-making - Influences of Signal Strength and Reliability. CogSci 2013 - [c2]Steven Buckingham, Alice Redfern, Christopher Summerfield:
A hierarchical Bayesian model of conceptual knowledge transfer. CogSci 2013 - [c1]Konstantinos Tsetsos, Christopher Summerfield:
Framing effects in perceptual decision-making. CogSci 2013 - 2010
- [j3]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): 457-473 (2010)
2000 – 2009
- 2006
- [j2]Christopher Summerfield, Jennifer A. Mangels:
Dissociable Neural Mechanisms for Encoding Predictable and Unpredictable Events. J. Cogn. Neurosci. 18(7): 1120-1132 (2006) - 2005
- [j1]Christopher Summerfield, Jennifer A. Mangels:
Coherent theta-band EEG activity predicts item-context binding during encoding. NeuroImage 24(3): 692-703 (2005)
Coauthor Index
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