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Steven Holtzen

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titleconferencedate
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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Towards an Equational Calculus of InterventionsLAFI 20262026-01-11
Presents a typed equational theory that rewrites interventions in probabilistic programs into equivalent do‑free programs by replacing mechanisms with a free…
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Scaling Optimization Over Uncertainty via CompilationOOPSLA 20252025-10-16
Presents a compilation pipeline that turns loop-free probabilistic programs into a new IR — binary decision diagrams weighted by a branch-and-bound semiring —…
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Multi-Language Probabilistic ProgrammingOOPSLA 20252025-10-16
Introduces MultiPPL, a multi-language that stitches an exact-discrete engine (DICE / BDD knowledge compilation) to an approximate sampler (K with importance…
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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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Bit Blasting Probabilistic ProgramsPLDI 20242024-06-24
Presents a new discretization called bit blasting that encodes continuous variables as Boolean bits so a domain of 2^b points becomes a discrete program over…
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A Multi-language Approach to Probabilistic Program InferenceLAFI 20242024-01-14
Claims a first probabilistic multilanguage that composes languages with different inference runtimes (example: Dice for discrete, Pyro for continuous) by…
Talk
Towards a Categorical Model of the Lilac Separation LogicLAFI 20242024-01-14
Constructs two categories—a probabilistic “sheaf/topos–style” category and a nominal-style category—and proves they are equivalent, so Lilac’s independent…
Talk
Lilac: A Modal Separation Logic for Conditional ProbabilityPLDI 20232023-06-17
Lilac presents a separation logic that models probability spaces as heap-like resources and defines an independent combination operator that interprets…
Talk
Bit-Blasting Probabilistic ProgramsLAFI 20232023-01-15
HyBit converts continuous variables into a discrete bitblasted representation by encoding each real as independent Bernoulli bits, then runs exact inference…
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New foundations for probabilistic separation logicLAFI 20232023-01-15
Proposes a new separation-logic semantics where propositions are sets of probability spaces and heaps are replaced by probability-space fragments combined with…
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Scaling Exact Inference for Discrete Probabilistic ProgramsOOPSLA 20202020-11-15
Introduces Dice as a discrete PPL that compiles programs to binary decision diagrams and performs inference by weighted model counting, reusing compiled…
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