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Maddy Bowers

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  • LAFI3 editions2024–2026

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titleconferencedate
E-Stitch: Top-Down Library Learning for E-GraphsEGRAPHS 20262026-06-15
Extends Stitch’s top‑down search to operate over e‑graphs, so rewrites like commutativity are matched rather than missed, and introduces a better lower bound…
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Sequential Monte Carlo Program Synthesis with Refinement ProposalsLAFI 20262026-01-11
Extends program synthesis search to include probabilistic programs and evaluates exact marginal likelihood using the PL change named pluck via lazy knowledge…
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Stochastic Lazy Knowledge Compilation for Inference in Discrete Probabilistic ProgramsPLDI 20252025-06-16
Implements lazy knowledge compilation in a Julia tool called Pluck and combines it with sequential Monte Carlo that uses locally‑optimal proposals computed…
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Lazy Knowledge Compilation for Discrete PPLsLAFI 20252025-01-19
A new variant of knowledge compilation for discrete PPLs uses lazy knowledge compilation to delay compiling subexpressions until forced, and it compiles only…
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Toward Probabilistic Coarse-to-Fine Program SynthesisLAFI 20242024-01-14
Synthesizes programs by starting with coarse probabilistic programs that use randomness as placeholders, then iteratively refines high-entropy expressions into…
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