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Mayur Naik

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TorchQL: A Programming Framework for Integrity Constraints in Machine LearningOOPSLA 20242024-10-20
TorchQL is a PyTorch-integrated query framework that expresses model errors as integrity-constraint violations and ships eight core operators to write those…
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Scallop: A Language for Neurosymbolic ProgrammingLogic and Algebra for Query Evaluation 20232023-11-13
A Datalog-based language and compiler called Scallop combines a neural module for perception with a declarative logic layer and a differentiable provenance…
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Mobius: Synthesizing Relational Queries with Recursive and Invented PredicatesOOPSLA 20232023-10-23
Mobius presents a concrete pipeline: seed a non‑recursive synthesizer, normalize the result, and perform iterative predicate unification guided by data…
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Scallop: A Language for Neurosymbolic ProgrammingPLDI 20232023-06-17
Scallop is a differentiable neurosymbolic language that compiles Datalog-style programs to a relational algebra machine and plugs into PyTorch, using a…
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Sporq: An Interactive Environment for Exploring Code Using Query-by-ExampleUIST 20212021-10-10
Sporq is an interactive VS Code extension that converts a codebase with CodeQL into relational program representations, synthesizes Datalog queries from…
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APISan: Sanitizing API Usages through Semantic Cross-CheckingUSENIX Security '162016-08-10
APISan automatically infers correct API usage by mining semantic patterns from code, building relaxed symbolic execution abstractions (api calls, arguments…
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