Curated claim facet

Systematic biases

The ten failure modes the correction layer defends against. Each is a recurring pathology in machine-learned interatomic potentials or the workflows that depend on them — the reasons universal MLIPs mispredict and why we measure and correct at runtime.

10 claims

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Source: Lupine research ontology (lupine-research sphere, claim kind). URI prefix: lupine-research://claim/.