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Cameron E. Freer

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Language-Model Probabilistic Programming for Improving Autoformalization via Cycle(…)LAFI 20262026-01-11
Proposes a GenLM-based decoder that steers a 70B LLM with two real-valued potentials: incremental type-checking via Lean by affixing dummy conclusions at safe…
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GenSQL: A Probabilistic Programming System for Querying Generative Models of Database(…)PLDI 20242024-06-24
GenSQL is a SQL extension that runs Bayesian queries over generative table models, provides a unified model API (supports PPLs, GLMs, CTGAN, and a…
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Probabilistic programming interfaces for random graphs: Markov categories, graph...POPL 20242024-01-14
Proves an equivalence: a well-behaved implementation of an abstract graph type (vertices, new, edge) corresponds exactly to a graphon. Uses Markov categories…
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Three Problems in Computable Probability TheoryUncertainty in Computation 20162016-10-04
Proves that an exchangeable sequence with a computable law yields a computable mixing measure via effective moment approximations and uniform procedures; shows…
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