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Jack Czenszak

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Incremental Computation for Efficient Programmable Inference in Probabilistic ProgramsPLDI 20262026-06-15
Compiles probabilistic programs to deterministic density functions, then applies a compositional incrementalization based on the incremental lambda calculus…
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Categorical Semantics of Probabilistic Symbolic ExecutionPLDI 20262026-06-15
Builds a denotational universe where symbolic execution is a presheaf model and proves a single metatheorem: any definitional interpreter written in the…
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Nominal Semantics for First-class Automatic DifferentiationLAFI 20262026-01-11
Formalizes the popular tagged forward-mode AD (used in JAX, Julia, early PyTorch) as a meaning-preserving compiler from a simply typed lambda calculus with…
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Roulette: A Language for Expressive, Exact, and Efficient Discrete Probabilistic(…)PLDI 20252025-06-16
Roulette claims to be the first discrete PPL that pairs exact, scalable inference with a large subset of Racket features (data structures, first‑class…
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