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cs.LG2022★ 1 cited
Out-of-Distribution Detection with Reconstruction Error and Typicality-based Penalty
Genki Osada, Takahashi Tsubasa, Budrul Ahsan +1
The task of out-of-distribution (OOD) detection is vital to realize safe and reliable operation for real-world applications. After the failure of likelihood-based detection in high…
cs.LG2020
Regularization with Latent Space Virtual Adversarial Training
Genki Osada, Budrul Ahsan, Revoti Prasad Bora +1
Virtual Adversarial Training (VAT) has shown impressive results among recently developed regularization methods called consistency regularization. VAT utilizes adversarial samples,…