Title
Resampled Priors for Variational Autoencoders Matthias Bauer A. Mnih BDL DRL 119 111 0 26 Oct 2018
Doubly Reparameterized Gradient Estimators for Monte Carlo Objectives George Tucker Dieterich Lawson S. Gu Chris J. Maddison BDL 89 110 0 09 Oct 2018
NEXUS Network: Connecting the Preceding and the Following in Dialogue Generation Hui Su Xiaoyu Shen Wenjie Li Dietrich Klakow 106 30 0 27 Sep 2018
Joint Autoregressive and Hierarchical Priors for Learned Image Compression David C. Minnen Johannes Ballé G. Toderici 84 1,288 0 08 Sep 2018
Constrained Generation of Semantically Valid Graphs via Regularizing Variational Autoencoders Tengfei Ma Jie Chen Cao Xiao 133 210 0 07 Sep 2018
Spherical Latent Spaces for Stable Variational Autoencoders Jiacheng Xu Greg Durrett BDL DRL 93 195 0 31 Aug 2018
A Review of Learning with Deep Generative Models from Perspective of Graphical Modeling Zhijian Ou 100 16 0 05 Aug 2018
Deep Appearance Models for Face Rendering Stephen Lombardi Jason M. Saragih Tomas Simon Yaser Sheikh CVBM 3DH 79 282 0 01 Aug 2018
Deep Encoder-Decoder Models for Unsupervised Learning of Controllable Speech Synthesis G. Henter Jaime Lorenzo-Trueba Xin Wang Junichi Yamagishi DRL SSL 82 61 0 30 Jul 2018
The Variational Homoencoder: Learning to learn high capacity generative models from few examples Luke B. Hewitt Maxwell Nye Andreea Gane Tommi Jaakkola J. Tenenbaum BDL DRL GAN 88 68 0 24 Jul 2018
Understanding and Improving Interpolation in Autoencoders via an Adversarial Regularizer David Berthelot Colin Raffel Aurko Roy Ian Goodfellow 80 264 0 19 Jul 2018
Bounded Information Rate Variational Autoencoders D. Braithwaite W. Kleijn DRL 40 10 0 19 Jul 2018
Item Recommendation with Variational Autoencoders and Heterogenous Priors Giannis Karamanolakis Kevin Raji Cherian A. Narayan Jie Yuan Da Tang Tony Jebara DRL 57 45 0 17 Jul 2018
IntroVAE: Introspective Variational Autoencoders for Photographic Image Synthesis Huaibo Huang Zhihang Li Ran He Zhenan Sun Tieniu Tan DRL 53 266 0 17 Jul 2018
Avoiding Latent Variable Collapse With Generative Skip Models Adji Bousso Dieng Yoon Kim Alexander M. Rush David M. Blei DRL 65 175 0 12 Jul 2018
TherML: Thermodynamics of Machine Learning Alexander A. Alemi Ian S. Fischer DRL AI4CE 58 29 0 11 Jul 2018
Understanding VAEs in Fisher-Shannon Plane Huangjie Zheng Jiangchao Yao Ya Zhang Ivor W. Tsang Jia Wang 56 12 0 10 Jul 2018
Handling Incomplete Heterogeneous Data using VAEs A. Nazábal Pablo Martínez Olmos Zoubin Ghahramani Isabel Valera 63 351 0 10 Jul 2018
Learning a Representation Map for Robot Navigation using Deep Variational Autoencoder Kai-Chun Hu Peter O'Connor SSL DRL 29 2 0 05 Jul 2018
The challenge of realistic music generation: modelling raw audio at scale Sander Dieleman Aaron van den Oord Karen Simonyan 95 186 0 26 Jun 2018
A Variational Prosody Model for Mapping the Context-Sensitive Variation of Functional Prosodic Prototypes B. Gerazov Gérard Bailly Omar Mohammed Yi Xu Philip N. Garner 42 7 0 22 Jun 2018
InfoCatVAE: Representation Learning with Categorical Variational Autoencoders Edouard Pineau Marc Lelarge DRL 80 13 0 20 Jun 2018
Nonparametric Topic Modeling with Neural Inference Xuefei Ning Yin Zheng Zhuxi Jiang Yu Wang Huazhong Yang Junzhou Huang BDL 52 19 0 18 Jun 2018
The Information Autoencoding Family: A Lagrangian Perspective on Latent Variable Generative Models Shengjia Zhao Jiaming Song Stefano Ermon DRL GAN 71 20 0 18 Jun 2018
Controllable Semantic Image Inpainting Jin Xu Yee Whye Teh 51 7 0 15 Jun 2018
Improving latent variable descriptiveness with AutoGen Alex Mansbridge Roberto Fierimonte Ilya Feige David Barber DRL 34 2 0 12 Jun 2018
Explaining Away Syntactic Structure in Semantic Document Representations Erik Holmer Andreas Marfurt GAN 21 1 0 05 Jun 2018
Holographic Neural Architectures Tariq Daouda Jeremie Zumer C. Perreault S. Lemieux GAN 13 0 0 04 Jun 2018
Automatic generation of object shapes with desired functionalities Mihai Andries Atabak Dehban J. Santos-Victor 29 0 0 30 May 2018
Implicit Autoencoders Alireza Makhzani GAN DRL 41 19 0 24 May 2018
GumBolt: Extending Gumbel trick to Boltzmann priors Amir Khoshaman Mohammad H. Amin 71 14 0 18 May 2018
Unsupervised Discrete Sentence Representation Learning for Interpretable Neural Dialog Generation Tiancheng Zhao Kyusong Lee M. Eskénazi DRL 96 141 0 22 Apr 2018
Eval all, trust a few, do wrong to none: Comparing sentence generation models Ondřej Cífka Aliaksei Severyn Enrique Alfonseca Katja Filippova 91 40 0 21 Apr 2018
Disentangling Controllable and Uncontrollable Factors of Variation by Interacting with the World Yoshihide Sawada DRL 68 10 0 19 Apr 2018
Variational Composite Autoencoders Jiangchao Yao Ivor Tsang Ya Zhang BDL DRL 40 0 0 12 Apr 2018
A Hierarchical Latent Structure for Variational Conversation Modeling Yookoon Park Jaemin Cho Gunhee Kim BDL DRL 74 97 0 10 Apr 2018
Associative Compression Networks for Representation Learning Alex Graves Jacob Menick Aaron van den Oord CML 57 20 0 06 Apr 2018
Expressive Speech Synthesis via Modeling Expressions with Variational Autoencoder K. Akuzawa Yusuke Iwasawa Y. Matsuo 81 139 0 06 Apr 2018
Structured Disentangled Representations Babak Esmaeili Hao Wu Sarthak Jain Alican Bozkurt N. Siddharth Brooks Paige Dana H. Brooks Jennifer Dy Jan-Willem van de Meent OOD CML BDL DRL 88 169 0 06 Apr 2018
Variational Rejection Sampling Aditya Grover Ramki Gummadi Miguel Lazaro-Gredilla Dale Schuurmans Stefano Ermon BDL 126 32 0 05 Apr 2018
Training VAEs Under Structured Residuals Garoe Dorta Sara Vicente Lourdes Agapito Neill D. F. Campbell Ivor J. A. Simpson BDL DRL 31 12 0 03 Apr 2018
Neural Autoregressive Flows Chin-Wei Huang David M. Krueger Alexandre Lacoste Aaron Courville DRL AI4CE 161 446 0 03 Apr 2018
Generating Multi-Agent Trajectories using Programmatic Weak Supervision Eric Zhan Stephan Zheng Yisong Yue Long Sha P. Lucey 100 90 0 20 Mar 2018
A Hierarchical Latent Vector Model for Learning Long-Term Structure in Music Adam Roberts Jesse Engel Colin Raffel Curtis Hawthorne Douglas Eck BDL 92 482 0 13 Mar 2018
Degeneration in VAE: in the Light of Fisher Information Loss Huangjie Zheng Jiangchao Yao Ya Zhang Ivor W. Tsang DRL 75 17 0 19 Feb 2018
DVAE++: Discrete Variational Autoencoders with Overlapping Transformations Arash Vahdat W. Macready Zhengbing Bian Amir Khoshaman Evgeny Andriyash 88 76 0 14 Feb 2018
Tighter Variational Bounds are Not Necessarily Better Tom Rainforth Adam R. Kosiorek T. Le Chris J. Maddison Maximilian Igl Frank Wood Yee Whye Teh DRL 207 198 0 13 Feb 2018
Semi-Amortized Variational Autoencoders Yoon Kim Sam Wiseman Andrew C. Miller David Sontag Alexander M. Rush BDL DRL 162 243 0 07 Feb 2018
Improving Variational Encoder-Decoders in Dialogue Generation Xiaoyu Shen Hui Su Shuzi Niu Vera Demberg DRL 92 99 0 06 Feb 2018
Multi-Objective De Novo Drug Design with Conditional Graph Generative Model Yibo Li L. Zhang Zhenming Liu 91 339 0 18 Jan 2018