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Jianlin Li

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titleconferencedate
Compiling with Generating FunctionsICFP 20252025-10-12
A compiler called Genie compiles probabilistic programs to generating functions as a deterministic target (PIL → DIL) and proves correctness against a…
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Compiling Probabilistic Programs for Variable Elimination with Information FlowPLDI 20242024-06-24
This paper presents a compiler, Maple, that uses an information-flow type system to partition and eliminate discrete latent variables in recursive…
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Type-Preserving, Dependence-Aware Guide Generation for Sound, Effective Amortize...POPL 20232023-01-15
An automatic guide synthesizer generates neural-guide programs by a type-preserving, dependence-aware translation that guarantees mutual absolute continuity…
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