Information Maximizing Generative Adversarial Network

GPTKB entity

Predicate	Object
gptkbp:instanceOf	gptkb:model gptkb:convolutional_neural_network
gptkbp:abbreviation	gptkb:InfoGAN
gptkbp:application	image generation unsupervised representation learning disentangled feature learning
gptkbp:citation	over 5000 (as of 2024)
gptkbp:contribution	maximizes mutual information between latent variables and observations unsupervised learning of interpretable representations
gptkbp:extendsTo	gptkb:convolutional_neural_network
gptkbp:field	gptkb:artificial_intelligence gptkb:machine_learning
https://www.w3.org/2000/01/rdf-schema#label	Information Maximizing Generative Adversarial Network
gptkbp:notablePaperTitle	InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets
gptkbp:openSource	gptkb:TensorFlow gptkb:PyTorch
gptkbp:proposedBy	gptkb:Ilya_Sutskever gptkb:John_Schulman gptkb:Pieter_Abbeel gptkb:Rein_Houthooft gptkb:Xi_Chen gptkb:Yan_Duan
gptkbp:publicationYear	2016
gptkbp:publishedIn	gptkb:NeurIPS_2016
gptkbp:relatedTo	gptkb:Variational_Autoencoder gptkb:convolutional_neural_network representation learning
gptkbp:uses	mutual information regularization
gptkbp:bfsParent	gptkb:InfoGAN
gptkbp:bfsLayer	6