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Ishmael Belghazi
Publications - 3
Citations - 2006
Ishmael Belghazi is an academic researcher. The author has contributed to research in topics: Inference & Mutual information. The author has an hindex of 3, co-authored 3 publications receiving 1883 citations.
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Proceedings Article
Adversarially Learned Inference
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Adversarially Learned Inference
Vincent Dumoulin,Ishmael Belghazi,Ben Poole,Olivier Mastropietro,Alex Lamb,Martin Arjovsky,Aaron Courville +6 more
TL;DR: The adversarially learned inference (ALI) model is introduced, which jointly learns a generation network and an inference network using an adversarial process and the usefulness of the learned representations is confirmed by obtaining a performance competitive with state-of-the-art on the semi-supervised SVHN and CIFAR10 tasks.
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MINE: Mutual Information Neural Estimation.
TL;DR: In this article, the estimation of mutual information between high dimensional continuous random variables can be achieved by gradient descent over neural networks, which is linearly scalable in dimensionality as well as in sample size.