~/talks

Hugo Paquet

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  • LAFI4 editions2022–2026

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titleconferencedate
Semantic Foundations for Laziness in Discrete Probabilistic ProgrammingLAFI 20262026-01-11
Claims that knowledge compilation and binary decision diagrams follow directly from a denotational semantics that splits sampling into two effects…
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A slice sampler for the Indian Buffet Process: expressivity in nonparametric pro...LAFI 20242024-01-14
Introduces a slice-sampling construction that encodes the Indian Buffet Process inside a pure probabilistic program without truncation or hidden state, by…
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Random probability distributions as natural transformationsLAFI 20232023-01-15
Claim: homogeneous random distributions — where atom locations are independent of atom weights — bijectively correspond to natural transformations G -> GG for…
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Affine Monads and Lazy Structures for Bayesian ProgrammingPOPL 20232023-01-15
Argues that infinite-dimensional Bayesian models (Poisson, Gaussian, Dirichlet, Beta, jump processes) are naturally expressed with lazy streams and infinite…
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Stateful processes in probabilistic programmingLAFI 20222022-01-16
Shows how Polya urn, Gaussian process and Indian Buffet Process implementations rely on explicit local state, stochastic memoization and countable duplication…
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