Local Consistency Does Not Guarantee Global Conservation: Auditing Zero-Shot Composition of Airway Flow Operators

Name: Local Consistency Does Not Guarantee Global Conservation: Auditing Zero-Shot Composition of Airway Flow Operators
Uploaded: 2026-10-05T08:58:09.127140+00:00
Duration: 458 s
Description: The study tested if combining independently trained local AI models for airway flow could guarantee accurate global simulation without retraining. While training local operators improved individual component checks, freezing and composing these operators failed to ensure overall conservation or accuracy in the assembled system. Local fixes alone are insufficient for reliable global modeling.

The study tested if combining independently trained local AI models for airway flow could guarantee accurate global simulation without retraining. While training local operators improved individual component checks, freezing and composing these operators failed to ensure overall conservation or accuracy in the assembled system. Local fixes alone are insufficient for reliable global modeling.

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