Publications

Yueh-Han Chen, Guy Davidson, Brenden M. Lake (2025). SAGE-Eval: Evaluating LLMs for Systematic Generalizations of Safety Facts. Advances in Neural Information Processing Systems 38 (NeurIPS 2025).
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Guy Davidson, Todd M. Gureckis, Brenden M. Lake, Adina Williams (2025). Do different prompting methods yield a common task representation in language models?. Advances in Neural Information Processing Systems 38 (NeurIPS 2025).
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Graham Todd, Junyi Chu, Guy Davidson, Weijia Xu (2025). Novel Goal Creation and Evaluation in Open-Ended Games. Forthcoming in the Proceedings of the 47th Annual Meeting of the Cognitive Science Society, CogSci 2025.
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Guy Davidson, Graham Todd, Cedric Colas, Junyi Chu, Julian Togelius, Joshua B. Tenenbaum, Todd M. Gureckis, Brenden M. Lake (2025). Goal Inference using Reward-Producing Programs in a Novel Physics Environment. Proceedings of the 47th Annual Meeting of the Cognitive Science Society, CogSci 2025.
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Guy Davidson, Graham Todd, Julian Togelius, Todd M. Gureckis, Brenden M. Lake (2025). Goals as Reward-Producing Programs. Nature Machine Intelligence.
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Guy Davidson, Todd M. Gureckis (2025). Position: Human-like reinforcement learning ıs facilitated by structured and expressive goals.
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Xiang Pan, Jason Phang, Guy Davidson, Ethan Perez (2025). Generate-Feedback-Refine: How Much Does Model Quality in Each Role Matter?. Deep Learning 4 Code @ ICLR 2025.
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Guy Davidson, Todd M. Gureckis (2024). Toward Complex and Structured Goals in Reinforcement Learning. Finding the Frame @ RLC 2024.
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Guy Davidson, A. Emin Orhan, Brenden M. Lake (2024). Spatial relation categorization in infants and deep neural networks. Cognition.
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Sugandha Sharma, Guy Davidson, Khimya Khetarpal, Anssi Kanervisto, Udit Arora, Katja Hofmann, Ida Momennejad (2024). Toward Human-AI Alignment in Large-Scale Multi-Player Games. Wordplay @ ACL 2024, Association for Computational Linguistics.
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