Christopher Summerfield

57 papers A* 3B 5Journal 47Unranked 2

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	A Multi-Turn Framework for Evaluating AI Misuse in Fraud and Cybercrime Scenarios. CoRR Kimberly T. Mai, Anna Gausen, Magda Dubois, Mona Murad, Bessie O'Dell, Nadine Staes-Polet, Christopher Summerfield, Andrew Strait
2026	J	`jnl`	Ask don't tell: Reducing sycophancy in large language models. CoRR Magda Dubois, Cozmin Ududec, Christopher Summerfield, Lennart Luettgau
2026	J	`jnl`	Can AI mediation improve democratic deliberation? CoRR Michael Henry Tessler, Georgina Evans, Michiel A. Bakker, Iason Gabriel, Sophie Bridgers, Rishub Jain, Raphael Koster, Verena Rieser, Anca Dragan, Matthew Botvinick, Christopher Summerfield
2026	J	`jnl`	Disclosure By Design: Identity Transparency as a Behavioural Property of Conversational AI Models. CoRR Anna Gausen, Sarenne Wallbridge, Hannah Rose Kirk, Jennifer Williams, Christopher Summerfield
2026	J	`jnl`	Reward Models Inherit Value Biases from Pretraining. CoRR Brian R. Christian, Jessica A. F. Thompson, Elle Michelle Yang, Vincent Adam, Hannah Rose Kirk, Christopher Summerfield, Tsvetomira Dumbalska
2026	J	`jnl`	When Do LLM Preferences Predict Downstream Behavior? CoRR Katarina Slama, Alexandra Souly, Dishank Bansal, Henry Davidson, Christopher Summerfield, Lennart Luettgau
2025	J	`jnl`	Conversational AI increases political knowledge as effectively as self-directed internet search. CoRR Lennart Luettgau, Hannah Rose Kirk, Kobi Hackenburg, Jessica Bergs, Henry Davidson, Henry Ogden, Divya Siddarth, Saffron Huang, Christopher Summerfield
2025	J	`jnl`	HiBayES: A Hierarchical Bayesian Modeling Framework for AI Evaluation Statistics. CoRR Lennart Luettgau, Harry Coppock, Magda Dubois, Christopher Summerfield, Cozmin Ududec
2025	J	`jnl`	How Malicious AI Swarms Can Threaten Democracy. CoRR Daniel Thilo Schroeder, Meeyoung Cha, Andrea Baronchelli, Nick Bostrom, Nicholas A. Christakis, David García, Amit Goldenberg, Yara Kyrychenko, Kevin Leyton-Brown, Nina Lutz, Gary Marcus, Filippo Menczer, Gordon Pennycook, David G. Rand, Frank Schweitzer, Christopher Summerfield, Audrey Tang, Jay J. Van Bavel, Sander van der Linden, Dawn Song, Jonas R. Kunst
2025	J	`jnl`	Increasing happiness through conversations with artificial intelligence. CoRR Joseph Heffner, Chongyu Qin, Martin J. Chadwick, Chris Knutsen, Christopher Summerfield, Zeb Kurth-Nelson, Robb B. Rutledge
2025	J	`jnl`	Language Agents as Digital Representatives in Collective Decision-Making. CoRR Daniel Jarrett, Miruna Pîslar, Michiel A. Bakker, Michael Henry Tessler, Raphael Köster, Jan Balaguer, Romuald Elie, Christopher Summerfield, Andrea Tacchetti
2025	J	`jnl`	Lessons from a Chimp: AI "Scheming" and the Quest for Ape Language. CoRR 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
2025	J	`jnl`	Measuring what Matters: Construct Validity in Large Language Model Benchmarks. CoRR Andrew M. Bean, Ryan Othniel Kearns, Angelika Romanou, Franziska Sofia Hafner, Harry Mayne, Jan Batzner, Negar Foroutan, Chris Schmitz, Karolina Korgul, Hunar Batra, Oishi Deb, Emma Beharry, Cornelius Emde, Thomas Foster, Anna Gausen, María Grandury, Simeng Han, Valentin Hofmann, Lujain Ibrahim, Hazel Kim, Hannah Rose Kirk, Fangru Lin, Gabrielle Kaili-May Liu, Lennart Luettgau, Jabez Magomere, Jonathan Rystrøm, Anna Sotnikova, Yushi Yang, Yilun Zhao, Adel Bibi, Antoine Bosselut, Ronald Clark, Arman Cohan, Jakob N. Foerster, Yarin Gal, Scott A. Hale, Inioluwa Deborah Raji, Christopher Summerfield, Philip H. S. Torr, Cozmin Ududec, Luc Rocher, Adam Mahdi
2025	J	`jnl`	Neural steering vectors reveal dose and exposure-dependent impacts of human-AI relationships. CoRR Hannah Rose Kirk, Henry Davidson, Ed Saunders, Lennart Luettgau, Bertie Vidgen, Scott A. Hale, Christopher Summerfield
2025	J	`jnl`	Paper Quality Assessment based on Individual Wisdom Metrics from Open Peer Review. CoRR Andrii Zahorodnii, Jasper J. F. van den Bosch, Ian Charest, Christopher Summerfield, Ila R. Fiete
2025	J	`jnl`	People readily follow personal advice from AI but it does not improve their well-being. CoRR Lennart Luettgau, Vanessa Cheung, Magda Dubois, Keno Juechems, Jessica Bergs, Henry Davidson, Bessie O'Dell, Hannah Rose Kirk, Max Rollwage, Christopher Summerfield
2025	—	`conf`	Reward Model Interpretability via Optimal and Pessimal Tokens. FAccT Brian R. Christian, Hannah Rose Kirk, Jessica A. F. Thompson, Christopher Summerfield, Tsvetomira Dumbalska
2025	J	`jnl`	Reward Model Interpretability via Optimal and Pessimal Tokens. CoRR Brian R. Christian, Hannah Rose Kirk, Jessica A. F. Thompson, Christopher Summerfield, Tsvetomira Dumbalska
2025	J	`jnl`	Technological folie à deux: Feedback Loops Between AI Chatbots and Mental Illness. CoRR Sebastian Dohnány, Zeb Kurth-Nelson, Eleanor Spens, Lennart Luettgau, Alastair Reid, Iason Gabriel, Christopher Summerfield, Murray Shanahan, Matthew M. Nour
2025	B	`conf`	The Effect of Representational Compression on Flexibility Across Learning in Humans and Artificial Neural Networks. CogSci Mia Whitefield, Christopher Summerfield
2025	J	`jnl`	The Levers of Political Persuasion with Conversational AI. CoRR Kobi Hackenburg, Ben M. Tappin, Luke Hewitt, Ed Saunders, Sid Black, Hause Lin, Catherine Fist, Helen Z. Margetts, David G. Rand, Christopher Summerfield
2025	J	`jnl`	Why human-AI relationships need socioaffective alignment. CoRR Hannah Rose Kirk, Iason Gabriel, Christopher Summerfield, Bertie Vidgen, Scott A. Hale
2024	J	`jnl`	Abrupt and spontaneous strategy switches emerge in simple regularised neural networks. PLoS Comput. Biol. Anika T. Löwe, Léo Touzo, Paul S. Muhle-Karbe, Andrew M. Saxe, Christopher Summerfield, Nicolas W. Schuck
2024	J	`jnl`	Early learning of the optimal constant solution in neural networks and humans. CoRR Jirko Rubruck, Jan P. Bauer, Andrew M. Saxe, Christopher Summerfield
2024	A*	`conf`	Flexible task abstractions emerge in linear networks with fast and bounded units. NeurIPS Kai Sandbrink, Jan P. Bauer, Alexandra Maria Proca, Andrew M. Saxe, Christopher Summerfield, Ali Hummos
2024	J	`jnl`	Flexible task abstractions emerge in linear networks with fast and bounded units. CoRR Kai Sandbrink, Jan P. Bauer, Alexandra Maria Proca, Andrew M. Saxe, Christopher Summerfield, Ali Hummos
2024	J	`jnl`	How will advanced AI systems impact democracy? CoRR 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 D. Procaccia, Mathias Risse, Bruce Schneier, Elizabeth Seger, Divya Siddarth, Henrik Skaug Sætra, MH Tessler, Matthew Botvinick
2024	J	`jnl`	Towards Responsible Development of Generative AI for Education: An Evaluation-Driven Approach. CoRR 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
2024	J	`jnl`	Using deep reinforcement learning to promote sustainable human behaviour on a common pool resource problem. CoRR Raphael Koster, Miruna Pîslar, Andrea Tacchetti, Jan Balaguer, Leqi Liu, Romuald Elie, Oliver P. Hauser, Karl Tuyls, Matt M. Botvinick, Christopher Summerfield
2023	J	`jnl`	A recurrent neural network model of prefrontal brain activity during a working memory task. PLoS Comput. Biol. Emilia P. Piwek, Mark G. Stokes, Christopher Summerfield
2023	J	`jnl`	Modelling continual learning in humans with Hebbian context gating and exponentially decaying task signals. PLoS Comput. Biol. Timo Flesch, David G. Nagy, Andrew M. Saxe, Christopher Summerfield
2023	B	`conf`	Predictive and Interpretable: Combining Artificial Neural Networks and Classic Cognitive Models to Understand Human Learning and Decision Making. CogSci Maria K. Eckstein, Christopher Summerfield, Nathaniel D. Daw, Kevin J. Miller
2023	J	`jnl`	Regularised neural networks mimic human insight. CoRR Anika T. Löwe, Léo Touzo, Paul S. Muhle-Karbe, Andrew M. Saxe, Christopher Summerfield, Nicolas W. Schuck
2022	J	`jnl`	A Normative Account of Confirmation Bias During Reinforcement Learning. Neural Comput. Germain Lefebvre, Christopher Summerfield, Rafal Bogacz
2022	J	`jnl`	Beyond Bayes-optimality: meta-learning what you know you don't know. CoRR 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
2022	J	`jnl`	Continual task learning in natural and artificial agents. CoRR Timo Flesch, Andrew M. Saxe, Christopher Summerfield
2022	A*	`conf`	Fine-tuning language models to find agreement among humans with diverse preferences. NeurIPS 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
2022	J	`jnl`	Fine-tuning language models to find agreement among humans with diverse preferences. CoRR 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
2022	J	`jnl`	HCMD-zero: Learning Value Aligned Mechanisms from Data. CoRR Jan Balaguer, Raphael Koster, Ari Weinstein, Lucy Campbell-Gillingham, Christopher Summerfield, Matthew M. Botvinick, Andrea Tacchetti
2022	J	`jnl`	How do (perceptual) distracters distract? PLoS Comput. Biol. Tsvetomira Dumbalska, Katarzyna Rudzka, Hannah E. Smithson, Christopher Summerfield
2022	J	`jnl`	Human-centered mechanism design with Democratic AI. CoRR 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
2022	—	`conf`	Learning to count visual objects by combining “what” and “where” in recurrent memory. Gaze Meets ML Jessica A. F. Thompson, Hannah Sheahan, Christopher Summerfield
2022	J	`jnl`	Modelling continual learning in humans with Hebbian context gating and exponentially decaying task signals. CoRR Timo Flesch, David G. Nagy, Andrew M. Saxe, Christopher Summerfield
2022	J	`jnl`	The Good Shepherd: An Oracle Agent for Mechanism Design. CoRR Jan Balaguer, Raphael Koster, Christopher Summerfield, Andrea Tacchetti
2020	A*	`conf`	Characterizing emergent representations in a space of candidate learning rules for deep networks. NeurIPS Yinan Cao, Christopher Summerfield, Andrew M. Saxe
2017	J	`jnl`	Building Machines that Learn and Think for Themselves: Commentary on Lake et al., Behavioral and Brain Sciences, 2017. CoRR 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
2017	J	`jnl`	Neural Circuits Trained with Standard Reinforcement Learning Can Accumulate Probabilistic Information during Decision Making. Neural Comput. Nils Kurzawa, Christopher Summerfield, Rafal Bogacz
2017	J	`jnl`	Robust averaging protects decisions from noise in neural computations. PLoS Comput. Biol. Vickie Li, Santiago Herce Castañón, Joshua A. Solomon, Hildward Vandormael, Christopher Summerfield
2016	J	`jnl`	Hybrid computing using a neural network with dynamic external memory. Nat. 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
2016	J	`jnl`	Near-optimal Integration of Magnitude in the Human Parietal Cortex. J. Cogn. Neurosci. Hannah Tickle, Maarten Speekenbrink, Konstantinos Tsetsos, Elizabeth Michael, Christopher Summerfield
2016	J	`jnl`	Rhythmic gain control during supramodal integration of approximate number. NeuroImage Bernhard Spitzer, Felix Blankenburg, Christopher Summerfield
2013	B	`conf`	A hierarchical Bayesian model of conceptual knowledge transfer. CogSci Steven Buckingham, Alice Redfern, Christopher Summerfield
2013	B	`conf`	Framing effects in perceptual decision-making. CogSci Konstantinos Tsetsos, Christopher Summerfield
2013	B	`conf`	Metacognition in Decision-making - Influences of Signal Strength and Reliability. CogSci Annika Boldt, Vincent de Gardelle, Christopher Summerfield, Nick Yeung
2010	J	`jnl`	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. Jennifer A. Mangels, Alberto Manzi, Christopher Summerfield
2006	J	`jnl`	Dissociable Neural Mechanisms for Encoding Predictable and Unpredictable Events. J. Cogn. Neurosci. Christopher Summerfield, Jennifer A. Mangels
2005	J	`jnl`	Coherent theta-band EEG activity predicts item-context binding during encoding. NeuroImage Christopher Summerfield, Jennifer A. Mangels