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Tobias Winkler

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  • LAFI2 editions2023–2026

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titleconferencedate
Probabilistic Programming Meets Automata Theory: Exact Inference using Weighted AutomataLAFI 20262026-01-11
Exact inference for a restricted class of discrete probabilistic programs using weighted automata that encode (possibly infinite-support distributions) as…
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Verifying Sampling Algorithms via Distributional InvariantsLAFI 20262026-01-11
Framework treats probabilistic programs as distribution transformers and proves that the Fast Dice Roller and Fast Loaded Dice Roller produce the intended…
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Programmatic Strategy Synthesis: Resolving Nondeterminism in Probabilistic Progr...POPL 20242024-01-14
Shows a semi-automatic method that synthesizes memoryless deterministic (MD) strategies for probabilistic imperative programs by transforming guards via…
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Exact Probabilistic Inference Using Generating FunctionsLAFI 20232023-01-15
Generative-function semantics represent discrete program distributions as formal power series and use multiplicative inverses to get closed-form fractions…
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Weighted programming: a programming paradigm for specifying mathematical modelsOOPSLA 20222022-12-05
Defines an imperative language with nondeterministic branching and weighted traces parameterized by a semiring, and gives a denotational semantics via a…
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Out of Control: Reducing Probabilistic Models by Control-State EliminationVMCAI 20222022-01-16
Title:[VMCAI'22] Out of Control: Reducing Probabilistic Models by Control-State Elimination Authors:Tobias Winkler, Johannes Lehmann, Joost-Pieter…
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