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Research questionHow can compiler intermediate representations preserve high-level abstractions in dynamically typed languages while keeping them optimizable?Strongly typed, low-level intermediate representations can be difficult to use for abstractions whose concrete types emerge during specialization. Lowering too early can leave high-level domain libraries outside compiler transformations.
Code Generation & Program Synthesis
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Latest papersRecent research connected to this question, newest first.JLIR: A Julia-Native MLIR-Inspired Intermediate Representation with Automatic JACC Kernel ExtractionThe source presents JLIR, a Julia-native intermediate-representation framework that supports partially typed programs, Julia-defined operations, and extensible transformation passes before low-level lowering. It demonstrates the framework through automatic JACC kernel generation, but the supplied evidence does not establish performance or broader deployment results.research paper · Sep 4, 2026
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