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Image generation has been successfully cast as an autoregressive sequence generation or transformation problem.
Modeling high-dimensional discrete data with multi-layer neural networks
Bengio, Yoshua and Bengio, Samy · 2000
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The neural autoregressive distribution estimator
Larochelle, Hugo and Murray, Iain · 2011
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Recurrent continuous translation models
Kalchbrenner, Nal and Blunsom, Phil · 2013
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Generative adversarial nets, 2014
Goodfellow, Ian, Pouget-Abadie, Jean, Mirza, Mehdi, Xu, Bing, Warde-Farley, David, Ozair, Sherjil, Courville, Aaron, and Bengio, Yoshua · 2014
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Dropout: a simple way to prevent neural networks from overfitting
Srivastava, Nitish, Hinton, Geoffrey E, Krizhevsky, Alex, Sutskever, Ilya, and Salakhutdinov, Ruslan · 2014
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The student-t mixture as a natural image patch prior with application to image compression
van den Oord, Aäron and Schrauwen, Benjamin · 2014
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Adam: A method for stochastic optimization
Kingma, Diederik and Ba, Jimmy · 2015
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Generating images from captions with attention
Mansimov, Elman, Parisotto, Emilio, Ba, Lei Jimmy, and Salakhutdinov, Ruslan · 2015
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Unsupervised representation learning with deep convolutional generative adversarial networks
Radford, Alec, Metz, Luke, and Chintala, Soumith · 2015
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Generative image modeling using spatial lstms
Theis, Lucas and Bethge, Matthias · 2015
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Ba, Jimmy Lei, Kiros, Jamie Ryan, and Hinton, Geoffrey E · 2016
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Unifying count-based exploration and intrinsic motivation
Bellemare, Marc G., Srinivasan, Sriram, Ostrovski, Georg, Schaul, Tom, Saxton, David, and Munos, Rémi · 2016
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Long short-term memory-networks for machine reading
Cheng, Jianpeng, Dong, Li, and Lapata, Mirella · 2016
A decomposable attention model
Parikh, Ankur, Täckström, Oscar, Das, Dipanjan, and Uszkoreit, Jakob · 2016
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Stackgan: Text to photo-realistic image synthesis with stacked generative adversarial networks
Zhang, Han, Xu, Tao, Li, Hongsheng, Zhang, Shaoting, Huang, Xiaolei, Wang, Xiaogang, and Metaxas, Dimitris N · 2016
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BEGAN: boundary equilibrium generative adversarial networks
Berthelot, David, Schumm, Tom, and Metz, Luke · 2017
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Pixelsnail: An improved autoregressive generative model
Chen, Xi, Mishra, Nikhil, Rohaninejad, Mostafa, and Abbeel, Pieter · 2017
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Cited alongside, same era.
Kalchbrenner, Nal, van den Oord, Aäron, Simonyan, Karen, Danihelka, Ivo, Vinyals, Oriol, Graves, Alex, and Kavukcuoglu, Koray · 2016
Cited alongside, same era.
Photo-realistic single image super-resolution using a generative adversarial network
Ledig, Christian, Theis, Lucas, Huszar, Ferenc, Caballero, Jose, Aitken, Andrew, Tejani, Alykhan, Totz, Johannes, Wang, Zehan, and Shi, Wenzhe · 2016
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Unrolled generative adversarial networks
Metz, Luke, Poole, Ben, Pfau, David, and Sohl-Dickstein, Jascha · 2016
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Pixelcnn++: A pixelcnn implementation with discretized logistic mixture likelihood and other modifications
Salimans, Tim, Karpathy, Andrej, Chen, Xi, Kingma, Diederik P., and Bulatov, Yaroslav
Cited in the paper.
Pixel recurrent neural networks
van den Oord, Aäron, Kalchbrenner, Nal, and Kavukcuoglu, Koray
Cited in the paper.
Conditional image generation with pixelcnn decoders
van den Oord, Aäron, Kalchbrenner, Nal, Vinyals, Oriol, Espeholt, Lasse, Graves, Alex, and Kavukcuoglu, Koray
Cited in the paper.
Dahl, Ryan, Norouzi, Mohammad, and Shlens, Jonathan · 2017
Later among the works it cites.
Vaswani, Ashish, Shazeer, Noam, Parmar, Niki, Uszkoreit, Jakob, Jones, Llion, Gomez, Aidan N., Kaiser, Lukasz, and Polosukhin, Illia · 2017
Later among the works it cites.
Tensor2tensor for neural machine translation
Vaswani, Ashish, Bengio, Samy, Brevdo, Eugene, Chollet, Francois, Gomez, Aidan N., Gouws, Stephan, Jones, Llion, Kaiser, Łukasz, Kalchbrenner, Nal, Parmar, Niki, Sepassi, Ryan, Shazeer, Noam, and Uszkoreit, Jakob · 2018
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