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cs.LG2023
Detecting Dataset Drift and Non-IID Sampling via k-Nearest Neighbors
Jesse Cummings, Elías Snorrason, Jonas Mueller
We present a straightforward statistical test to detect certain violations of the assumption that the data are Independent and Identically Distributed (IID). The specific form of v…
cs.LG2022★ 13 cited
Back to the Basics: Revisiting Out-of-Distribution Detection Baselines
Johnson Kuan, Jonas Mueller
We study simple methods for out-of-distribution (OOD) image detection that are compatible with any already trained classifier, relying on only its predictions or learned representa…