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Martin Vechev

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Type-Constrained Code Generation with Language ModelsPLDI 20252025-06-16
Introduces a type-constrained decoding method that integrates an incremental type checker into token-level LLM decoding using prefix automata plus a search…
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Synthetiq: Fast and Versatile Quantum Circuit SynthesisOOPSLA 20242024-10-20
Synthetiq uses Simulated Annealing with a domain-specific energy function and a custom simplification pass to synthesize circuits over arbitrary finite gate…
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Prompting Is Programming: A Query Language for Large Language ModelsPLDI 20232023-06-17
Introduces LMQL, a small query language that combines templated prompts, Python control flow and constraint decoding to steer off‑the‑shelf LLMs by masking…
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Abstract Interpretation of Fixpoint Iterators with Applications to Neural NetworksPLDI 20232023-06-17
A new abstract-interpretation framework abstracts the concrete fixpoints of numerical fixpoint iterators and implements it in CRAFT, introducing the…
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PRIMA: General and Precise Neural Network Certification via Scalable Convex HullPOPL 20222022-01-16
PRIMA presents a verifier that computes scalable convex-hull abstractions for groups of neurons using a novel dual-space partial double description method and…
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Metha: Network Verifiers Need To Be Correct Too!NSDI ’212021-04-12
Metha automatically tests network analysis tools by generating syntactically and semantically valid configurations in a two‑stage generator, running each…
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Config2Spec: Mining Network Specifications from Network ConfigurationsNSDI 20202020-02-25
Config2Spec automatically synthesizes a formal network specification from device configurations plus a failure model, combining data‑plane analysis and…
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