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stat.ML2023
Vacant Holes for Unsupervised Detection of the Outliers in Compact Latent Representation
Misha Glazunov, Apostolis Zarras
Detection of the outliers is pivotal for any machine learning model deployed and operated in real-world. It is essential for the Deep Neural Networks that were shown to be overconf…
stat.ML2022★ 1 cited
Do Bayesian Variational Autoencoders Know What They Don't Know?
Misha Glazunov, Apostolis Zarras
The problem of detecting the Out-of-Distribution (OoD) inputs is of paramount importance for Deep Neural Networks. It has been previously shown that even Deep Generative Models tha…