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Cassidy Langenfeld

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#artificial intelligence Preprint Sep 2026

Induction and Inquiry via Probabilistic Reasoning over Language and Code

The results suggest that one way humans continually grow their knowledge is by mentally representing many hypotheses spanning language-like and program-like representations, then revising those hypotheses to approximate Bayesian updates, while a bottom-up neural mechanism (an LLM) makes inference both tractable and lea...

Wasu Top Piriyakulkij, Samuel Acquaviva, Cassidy Langenfeld et al. · 0 citations

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