2026
Position: AI for Science Should Treat Measurement-to-Dataset Pipelines as Inference Components
ICML 2026poster
AI for Science (AI4Science) workflows often treat the released dataset as a fixed interface to the underlying system. However, in domains relying on *indirect observation*, the learner observes a derivative representation produced by multi-stage measurement, reconstruction, and preprocessing pipelin…