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arXiv — cs.AI preprintsInternational19 October 2026

ATWL: A Formal Language for Representing, Comparing, and Reusing Visual Analytics Workflows

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arXiv:2605.25489v2 Announce Type: replace Abstract: Visual analytics (VA) workflows combine data transformation, feature computation, visual representation, and human interpretation, but they are usually described in prose. This hinders comparison of workflows, reuse of proven strategies, and training of novices. We present Artifact--Transform Workflow Language (ATWL), a declarative language for representing the structure and intent of VA workflows. A workflow consists of typed artifacts and of transforms, each with an analytical intent and a human, machine, or hybrid actor. We built a library
— arXiv — cs.AI preprints

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