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cs.LG2021
Beyond Predictions in Neural ODEs: Identification and Interventions
Hananeh Aliee, Fabian J. Theis, Niki Kilbertus
Spurred by tremendous success in pattern matching and prediction tasks, researchers increasingly resort to machine learning to aid original scientific discovery. Given large amount…
cs.LG2019★ 12 cited
Conditional out-of-sample generation for unpaired data using trVAE
Mohammad Lotfollahi, Mohsen Naghipourfar, Fabian J. Theis +1
While generative models have shown great success in generating high-dimensional samples conditional on low-dimensional descriptors (learning e.g. stroke thickness in MNIST, hair co…