AI RESEARCH
Position: AI for Science Should Treat Measurement-to-Dataset Pipelines as Inference Components
arXiv CS.LG
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ArXi:2605.24558v1 Announce Type: new AI for Science (AI4Science) workflows often treat the released dataset as a fixed interface to the underlying system. However, in domains relying on \emph{indirect observation}, the learner observes a derivative representation produced by multi-stage measurement, reconstruction, and preprocessing pipelines.