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Reading AI Model Compilation in MLIR Through the Lens of Formal Theories

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Reading AI Model Compilation in MLIR Through the Lens of Formal Theories
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These concepts have proven themselves in practice. Good designs typically arrive through engineering knowledge, intuition and experience. Many of them, however, have correspondences in formal theory.

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Computer Science > Programming Languages arXiv:2606.25244 (cs) [Submitted on 24 Jun 2026] Title:Reading AI Model Compilation in MLIR Through the Lens of Formal Theories Authors:Javed Absar View a PDF of the paper titled Reading AI Model Compilation in MLIR Through the Lens of Formal Theories, by Javed Absar View PDF HTML (experimental) Abstract:Compiler infrastructures such as MLIR rest on a set of design principles: IR abstractions, interfaces, match-and-rewrite, flow analysis, type conversion, staged lowering, and so on. These concepts have proven themselves in practice. Good designs typically arrive through engineering knowledge, intuition and experience. Many of them, however, have correspondences in formal theory.

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