Towards a Certificate of Trust: Task-Aware OOD Detection for Scientific AI
arXiv:2509.25080v2 Announce Type: replace
Abstract: Data-driven models are increasingly adopted in critical scientific fields like weather forecasting and fluid dynamics. These methods can fail on out-of-distribution (OOD) data, but detecting such fai…