Summerfield, Christopher

9 publications

NeurIPS 2025 Measuring What Matters: Construct Validity in Large Language Model Benchmarks 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 Nicolaus Foerster, Yarin Gal, Scott A. Hale, Inioluwa Deborah Raji, Christopher Summerfield, Philip Torr, Cozmin Ududec, Luc Rocher, Adam Mahdi

ICLRW 2025 The Effect of Representational Compression on Flexibility Across Learning in Humans and Artificial Neural Networks Mia Whitefield, Christopher Summerfield

NeurIPS 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

NeurIPSW 2023 Language Agents as Digital Representatives in Collective Decision-Making Daniel Jarrett, Miruna Pislar, Michiel A. Bakker, Michael Henry Tessler, Raphael Koster, Jan Balaguer, Romuald Elie, Christopher Summerfield, Andrea Tacchetti

NeurIPS 2022 Fine-Tuning Language Models to Find Agreement Among Humans with Diverse Preferences Michiel Bakker, Martin Chadwick, Hannah Sheahan, Michael Tessler, Lucy Campbell-Gillingham, Jan Balaguer, Nat McAleese, Amelia Glaese, John Aslanides, Matt Botvinick, Christopher Summerfield

ICLRW 2022 HCMD-Zero: Learning Value Aligned Mechanisms from Data Jan Balaguer, Raphael Koster, Ari Weinstein, Lucy Campbell-Gillingham, Christopher Summerfield, Matthew Botvinick, Andrea Tacchetti

NeurIPSW 2022 Learning to Count Visual Objects by Combining "what" and "where" in Recurrent Memory Jessica A F Thompson, Hannah Sheahan, Christopher Summerfield

ICLRW 2022 The Good Shepherd: An Oracle Agent for Mechanism Design Jan Balaguer, Raphael Koster, Christopher Summerfield, Andrea Tacchetti

NeurIPS 2020 Characterizing Emergent Representations in a Space of Candidate Learning Rules for Deep Networks Yinan Cao, Christopher Summerfield, Andrew Saxe