Samuel Lavoie-Marchildon
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View article: Representation learning in unsupervised domain translation
Representation learning in unsupervised domain translation Open
Ce mémoire s'adresse au problème de traduction de domaine non-supervisée. La traduction non-supervisée cherche à traduire un domaine, le domaine source, à un domaine cible sans supervision. Nous étudions d'abord le problème en utilisant le…
View article: Learning deep representations by mutual information estimation and maximization
Learning deep representations by mutual information estimation and maximization Open
In this work, we perform unsupervised learning of representations by maximizing mutual information between an input and the output of a deep neural network encoder. Importantly, we show that structure matters: incorporating knowledge about…
View article: Learning deep representations by mutual information estimation and maximization
Learning deep representations by mutual information estimation and maximization Open
In this work, we perform unsupervised learning of representations by maximizing mutual information between an input and the output of a deep neural network encoder. Importantly, we show that structure matters: incorporating knowledge about…