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20132026
most citedNICE: Non-linear Independent Components Estimation

1.3k citations · 3.8k across the 19 of their papers we have counts for

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Showing 2020Show all

2 papers · 1 filter

cs.LG2020★ 24 cited

Perfect density models cannot guarantee anomaly detection

Charline Le Lan, Laurent Dinh

Thanks to the tractability of their likelihood, several deep generative models show promise for seemingly straightforward but important applications like anomaly detection, uncerta…

cs.LG2020★ 23 cited

Augmented Normalizing Flows: Bridging the Gap Between Generative Flows and Latent Variable Models

Chin-Wei Huang, Laurent Dinh, Aaron Courville

In this work, we propose a new family of generative flows on an augmented data space, with an aim to improve expressivity without drastically increasing the computational cost of s…