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cs.AI2026
Induction and Inquiry via Probabilistic Reasoning over Language and Code
Wasu Top Piriyakulkij, Sam Acquaviva, Cassidy Langenfeld +2
How humans grow and maintain abstract knowledge from the sparse, streaming noisy data of experience is a longstanding challenge in cognitive science. Any computational account must…
cs.AI2021
Communicating Natural Programs to Humans and Machines
Samuel Acquaviva, Yewen Pu, Marta Kryven +6
The Abstraction and Reasoning Corpus (ARC) is a set of procedural tasks that tests an agent's ability to flexibly solve novel problems. While most ARC tasks are easy for humans, th…