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John Gouwar

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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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Knowledge Transfer from High-Resource to Low-Resource Programming Languages for Code LLMsOOPSLA 20242024-10-20
Presents MultiPL-T, a pipeline that generates semi‑synthetic training data by using a Code LLM to synthesize unit tests for 130K vetted Python functions…
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