Perfect density models cannot guarantee anomaly detection

C Le Lan, L Dinh - Entropy, 2021 - mdpi.com
Thanks to the tractability of their likelihood, several deep generative models show promise
for seemingly straightforward but important applications like anomaly detection, uncertainty …

Distinguishing cause and effect in bivariate structural causal models: A systematic investigation

C Käding, J Runge - Journal of Machine Learning Research, 2023 - jmlr.org
Distinguishing cause and effect from purely observational data is a fundamental problem in
science. Even the atomic bivariate case, seemingly the simplest, is challenging and requires …