most citedNECO: NEural Collapse Based Out-of-distribution detection

3 citations · 3 across the 1 of their papers we have counts for

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stat.ML2023★ 3 cited

NECO: NEural Collapse Based Out-of-distribution detection

Mouïn Ben Ammar, Nacim Belkhir, Sebastian Popescu +2

Detecting out-of-distribution (OOD) data is a critical challenge in machine learning due to model overconfidence, often without awareness of their epistemological limits. We hypoth…

stat.ML2021

Distributional Gaussian Process Layers for Outlier Detection in Image Segmentation

Sebastian G. Popescu, David J. Sharp, James H. Cole +2

We propose a parameter efficient Bayesian layer for hierarchical convolutional Gaussian Processes that incorporates Gaussian Processes operating in Wasserstein-2 space to reliably…