Coherent theta-band EEG activity predicts item-context binding during encoding. - Christopher Summerfield; Jennifer A. Mangels (NeuroImage, 2005)

Dissociable Neural Mechanisms for Encoding Predictable and Unpredictable Events. - Christopher Summerfield; Jennifer A. Mangels (J. Cogn. Neurosci., 2006)

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)

Metacognition in Decision-making - Influences of Signal Strength and Reliability. - Annika Boldt; Vincent de Gardelle; Christopher Summerfield; Nick Yeung (CogSci, 2013)

A hierarchical Bayesian model of conceptual knowledge transfer. - Steven Buckingham; Alice Redfern; Christopher Summerfield (CogSci, 2013)

Framing effects in perceptual decision-making. - Konstantinos Tsetsos; Christopher Summerfield (CogSci, 2013)

Near-optimal Integration of Magnitude in the Human Parietal Cortex. - Hannah Tickle; Maarten Speekenbrink; Konstantinos Tsetsos; Elizabeth Michael; Christopher Summerfield (J. Cogn. Neurosci., 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; et al. (Nat., 2016)

Rhythmic gain control during supramodal integration of approximate number. - Bernhard Spitzer; Felix Blankenburg; Christopher Summerfield (NeuroImage, 2016)

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; et al. (CoRR, 2017)

Neural Circuits Trained with Standard Reinforcement Learning Can Accumulate Probabilistic Information during Decision Making. - Nils Kurzawa; Christopher Summerfield; Rafal Bogacz (Neural Comput., 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)

Characterizing emergent representations in a space of candidate learning rules for deep networks. - Yinan Cao; Christopher Summerfield; Andrew M. Saxe (NeurIPS, 2020)

Learning to count visual objects by combining “what” and “where” in recurrent memory. - Jessica A. F. Thompson; Hannah Sheahan; Christopher Summerfield (Gaze Meets ML, 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 (NeurIPS, 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)

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)

The Good Shepherd: An Oracle Agent for Mechanism Design. - Jan Balaguer; Raphael Koster; Christopher Summerfield; Andrea Tacchetti (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; et al. (CoRR, 2022)

Continual task learning in natural and artificial agents. - Timo Flesch; Andrew M. Saxe; Christopher Summerfield (CoRR, 2022)

A Normative Account of Confirmation Bias During Reinforcement Learning. - Germain Lefebvre; Christopher Summerfield; Rafal Bogacz (Neural Comput., 2022)

How do (perceptual) distracters distract? - Tsvetomira Dumbalska; Katarzyna Rudzka; Hannah E. Smithson; Christopher Summerfield (PLoS Comput. Biol., 2022)

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 (CogSci, 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)

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., 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., 2023)

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 (NeurIPS, 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)

Early learning of the optimal constant solution in neural networks and humans. - Jirko Rubruck; Jan P. Bauer; Andrew M. Saxe; Christopher Summerfield (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; et al. (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; et al. (CoRR, 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)

Reward Model Interpretability via Optimal and Pessimal Tokens. - Brian Christian; Hannah Rose Kirk; Jessica A. F. Thompson; Christopher Summerfield; Tsvetomira Dumbalska (FAccT, 2025)

Paper Quality Assessment based on Individual Wisdom Metrics from Open Peer Review. - Andrii Zahorodnii; Jasper J. F. van den Bosch; Ian Charest; Christopher Summerfield; Ila R. Fiete (CoRR, 2025)

Why human-AI relationships need socioaffective alignment. - Hannah Rose Kirk; Iason Gabriel; Christopher Summerfield; Bertie Vidgen; Scott A. Hale (CoRR, 2025)

Language Agents as Digital Representatives in Collective Decision-Making. - Daniel Jarrett; Miruna Pîslar; Michiel A. Bakker; Michael Henry Tessler; Raphael Köster; Jan Balaguer; Romuald Elie; Christopher Summerfield; Andrea Tacchetti (CoRR, 2025)

Increasing happiness through conversations with artificial intelligence. - Joseph Heffner; Chongyu Qin; Martin J. Chadwick; Chris Knutsen; Christopher Summerfield; Zeb Kurth-Nelson; Robb B. Rutledge (CoRR, 2025)

HiBayES: A Hierarchical Bayesian Modeling Framework for AI Evaluation Statistics. - Lennart Luettgau; Harry Coppock; Magda Dubois; Christopher Summerfield; Cozmin Ududec (CoRR, 2025)

How Malicious AI Swarms Can Threaten Democracy. - Daniel Thilo Schroeder; Meeyoung Cha; Andrea Baronchelli; Nick Bostrom; Nicholas A. Christakis; David García 001; Amit Goldenberg; Yara Kyrychenko; Kevin Leyton-Brown; Nina Lutz; Gary Marcus 001; Filippo Menczer; et al. (CoRR, 2025)

Lessons from a Chimp: AI "Scheming" and the Quest for Ape Language. - Christopher Summerfield; Lennart Luettgau; Magda Dubois; Hannah Rose Kirk; Kobi Hackenburg; Catherine Fist; Katarina Slama; Nicola Ding; Rebecca Anselmetti; Andrew Strait; Mario Giulianelli; Cozmin Ududec (CoRR, 2025)

The Levers of Political Persuasion with Conversational AI. - Kobi Hackenburg; Ben M. Tappin; Luke Hewitt; Ed Saunders; Sid Black; Hause Lin; Catherine Fist; Helen Z. Margetts; David G. Rand; Christopher Summerfield (CoRR, 2025)

Technological folie à deux: Feedback Loops Between AI Chatbots and Mental Illness. - Sebastian Dohnány; Zeb Kurth-Nelson; Eleanor Spens; Lennart Luettgau; Alastair Reid 002; Iason Gabriel; Christopher Summerfield; Murray Shanahan; Matthew M. Nour (CoRR, 2025)