Conditional out-of-distribution generation for unpaired data using transfer VAE

• Published in: Bioinformatics Vol. 36; no. Supplement_2; pp. i610 - i617
• Main Authors: Lotfollahi, Mohammad, Naghipourfar, Mohsen, Theis, Fabian J, Wolf, F Alexander
• Format: Journal Article
• Language: English
• Published: England Oxford University Press 30.12.2020
• Subjects: Reproducibility of Results; RNA-Seq; Whole Exome Sequencing

Abstract Motivation While generative models have shown great success in sampling high-dimensional samples conditional on low-dimensional descriptors (stroke thickness in MNIST, hair color in CelebA, speaker identity in WaveNet), their generation out-of-distribution poses fundamental problems due to...