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Amortized Physics-Informed Calibration (APIC

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APIC: Amortized Physics-Informed Calibration using Neural Processes

Announce Type: new Abstract: Physics models are inherently imperfect due to misspecified or missing mechanisms, resulting in systematic discrepancies between model predictions and real-world observations. The Kennedy-O'Hagan (KOH) framework addresses this issue through explicit discrepancy modeling. However, its non-amortized, per-instance formulation limits scalability across families of related systems.

arXiv CS 7d ago