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Generative Adversarial Networks Reading List

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Generative Models Reading List

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Videos

Papers

  • Kingma, Diederik P., and Max Welling. "Auto-encoding variational bayes." arXiv preprint arXiv:1312.6114 (2013). [pdf]

  • Goodfellow, Ian, et al. "Generative adversarial nets." Advances in Neural Information Processing Systems. 2014. [pdf]

  • Gregor, Karol, et al. "DRAW: A recurrent neural network for image generation." arXiv preprint arXiv:1502.04623 (2015). [pdf]

  • Denton, Emily L., Soumith Chintala, and Rob Fergus. "Deep Generative Image Models using a Laplacian Pyramid of Adversarial Networks." Advances in neural information processing systems. 2015. [pdf]

  • Dosovitskiy, Alexey, Jost Tobias Springenberg, and Thomas Brox. "Learning to generate chairs with convolutional neural networks." Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. 2015. [pdf]

  • Goodfellow, Ian. "NIPS 2016 Tutorial: Generative Adversarial Networks." arXiv preprint arXiv:1701.00160 (2016). [pdf]

  • Reed, Scott E., et al. "Learning what and where to draw." Advances In Neural Information Processing Systems. 2016. [pdf]

  • Reed, Scott, et al. "Generative adversarial text to image synthesis." Proceedings of The 33rd International Conference on Machine Learning. Vol. 3. 2016. [pdf]

  • Zhu, Jun-Yan, et al. "Generative visual manipulation on the natural image manifold." European Conference on Computer Vision. Springer International Publishing, 2016. [pdf]

  • Salimans, Tim, et al. "Improved techniques for training gans." Advances in Neural Information Processing Systems. 2016. [pdf]

  • Kim, Taeksoo, et al. "Learning to Discover Cross-Domain Relations with Generative Adversarial Networks." arXiv preprint arXiv:1703.05192 (2017).[pdf]

  • BEGAN: Boundary Equilibrium Generative Adversarial Networks

  • Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks

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Generative Adversarial Networks Reading List