~/talks

Hongseok Yang

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  • POPL3 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…
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Peter's early work on parametricity, and why it still matters to meO'Hearn Fest (POPL 2024)2024-01-14
Argues that Peter H.'s categorical account of relational parametricity (using reflexive graphs and naturality) gives a formal semantics that validates…
Talk on
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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Introduction to the tensor-programs framework, a PL approach that helps analyse ...LAFI 20232023-01-15
Introduces Greg Yang’s tensor‑programs framework: a simple straight-line tensor language that encodes forward and backward neural computations parameterized by…
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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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Black-Box Variational Inference for Probabilistic ProgramsUncertainty in Computation 20162016-10-04
Claims that black‑box variational inference applies to universal probabilistic programs by converting the program into a parameterized approximating program…
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