Barath Mohan Umapathi
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View article: Shaken, and Stirred: Long-Range Dependencies Enable Robust Outlier Detection with PixelCNN++
Shaken, and Stirred: Long-Range Dependencies Enable Robust Outlier Detection with PixelCNN++ Open
Reliable outlier detection is critical for real-world deployment of deep learning models. Although extensively studied, likelihoods produced by deep generative models have been largely dismissed as being impractical for outlier detection. …
View article: Shaken, and Stirred: Long-Range Dependencies Enable Robust Outlier Detection with PixelCNN++
Shaken, and Stirred: Long-Range Dependencies Enable Robust Outlier Detection with PixelCNN++ Open
Reliable outlier detection is critical for real-world deployment of deep learning models. Although extensively studied, likelihoods produced by deep generative models have been largely dismissed as being impractical for outlier detection. …
View article: Robust outlier detection by de-biasing VAE likelihoods
Robust outlier detection by de-biasing VAE likelihoods Open
Deep networks often make confident, yet, incorrect, predictions when tested with outlier data that is far removed from their training distributions. Likelihoods computed by deep generative models (DGMs) are a candidate metric for outlier d…