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Nicki Skafte Detlefsen

2 accepted papers

2022

Laplacian Autoencoders for Learning Stochastic Representations

NeurIPS 2022accept

Established methods for unsupervised representation learning such as variational autoencoders produce none or poorly calibrated uncertainty estimates making it difficult to evaluate if learned representations are stable and reliable. In this work, we present a Bayesian autoencoder for unsupervised r…