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Bridged Variational Autoencoders for Joint Modeling of Images and Attributes Ravindra Yadav IIT Kanpur ravin@iitkacin Ashish Sardana NVIDIA asardana@nvidiacom Vinay P Namboodiri…
Adversarial Images Adversarial Training Autoencoder VAE GAN Conclusions Lecture 22: Adversarial Image Adversarial Training Variational Autoencoders and Generative Adversarial…
Variational Autoencoders Presented by Alex Beatson Materials from Yann LeCun, Jaan Altosaar, Shakir Mohamed Contents 1. Why unsupervised learning, and why generative models?…
The Mutual Autoencoder: Controlling Information in Latent Code Representations Bui Thi Mai Phuong1 Nate Kushman2 Sebastian Nowozin2 Ryota Tomioka2 Max Welling3 12 3 Summary…
9182018 1 PCA and Autoencoders Xiaozhong Zhang xiaozhong@pittedu CS 3750 Machine Learning Table of Contents • PCA: Example • PCA: Framework • PCA: Goal • PCA: Solution…
Improving Variational Inference with Inverse Autoregressive Flow Diederik P Kingma dpkingma@openaicom Tim Salimans tim@openaicom Rafal Jozefowicz rafal@openaicom Xi Chen…
Structured Generative Adversarial Networks 1Zhijie Deng∗ 23Hao Zhang∗ 2Xiaodan Liang 2Luona Yang 12Shizhen Xu 1Jun Zhu† 3Eric P Xing 1Tsinghua University 2Carnegie…
Factorized Variational Autoencoders for Modeling Audience Reactions to Movies Zhiwei Deng1 Rajitha Navarathna2 Peter Carr2 Stephan Mandt2 Yisong Yue3 Iain Matthews2 Greg…
Variational Autoencoders Write Poetry Generating Sentences from a Continuous Space Elsbeth Turcan and Fei-Tzin Lee Paper by Sam Bowman, Luke Vilnis et al. 2016 Motivation…
Task-Conditioned Variational Autoencoders for Learning Movement Primitives Michael Noseworthy Rohan Paul Subhro Roy Daehyung Park and Nicholas Roy Computer Science and Artificial…
IntroVAE: Introspective Variational Autoencoders for Photographic Image Synthesis Huaibo Huang, Zhihang Li, Ran He∗, Zhenan Sun, Tieniu Tan 1School of Artificial Intelligence,…
Reforming Generative Autoencoders via Goodness-of-Fit Hypothesis Testing Aaron Palmer Computer Science Dept University of Connecticut Storrs CT 06269 Dipak K Dey Statistics…
Extracting a biologically relevant latent space from cancer transcriptomes withvariational autoencodersGregory P. WayGenomics and Computational Biology Graduate Program,University…
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1 Autoencoders and Generative Adversarial Nets In this chapter we present two unsupervised learning techniques that leverage deep learning: autoencoders which have been around…
Linked Variational AutoEncoders for Inferring Substitutable and Supplementary Items Vineeth Rakesh Technicolor vineethmohan@technicolorcom Suhang Wang Pennsylvania State…
Causal Modeling with Generative Neural Networks Michele Sebag TAO CNRS − INRIA − LRI − Université Paris-Sud Joint work: D Kalainathan O Goudet I Guyon M Hajaiej A…
Factorized Variational Autoencoders for Modeling Audience Reactions to Movies Zhiwei Deng1 Rajitha Navarathna2 Peter Carr2 Stephan Mandt2 Yisong Yue3 Iain Matthews2 Greg…
DeepCoder: Semi-parametric Variational Autoencoders for Automatic Facial Action Coding Dieu Linh Tran∗ Robert Walecki Ognjen Oggi Rudovic* Stefanos Eleftheriadis Björn…