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Wonyeol Lee

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  • POPL2 editions2023–2026

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titleconferencedate
Optimising Density Computations in Probabilistic Programs via Automatic Loop VectorisationPOPL 20262026-01-11
Automatic vectorisation translates imperative PPL loops into a tensor-ready target with a Pyro implementation that runs loop iterations via speculative…
Talk on
Semantics of Integrating and Differentiating SingularitiesPLDI 20252025-06-16
A formal semantics for programs that evaluate and differentiate singular integrals, giving a denotational model and an operational Monte Carlo estimator that…
Talk on
Random Variate Generation with Formal GuaranteesPLDI 20252025-06-16
Automated synthesis produces exact random variate generators from a finite-precision CDF and a C library implements them using fast integer arithmetic (no…
Talk on
Smoothness Analysis for Probabilistic Programs with Application to Optimised Var...POPL 20232023-01-15
A static analysis discovers which fragments of a probabilistic program are differentiable and which are not, then applies the pathwise gradient estimator to…
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