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An Introduction to Variational Autoencoders

6 June 2019

Papers citing "An Introduction to Variational Autoencoders"

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Title
Semi-supervised Semantics-guided Adversarial Training for Trajectory Prediction Ruochen Jiao Xiangguo Liu Takami Sato Qi Alfred Chen Qi Zhu AAML 103 20 0 27 May 2022
Probabilistic Transformer: Modelling Ambiguities and Distributions for RNA Folding and Molecule Design Jörg Franke Frederic Runge Frank Hutter 70 15 0 27 May 2022
RENs: Relevance Encoding Networks Krithika S. Iyer Riddhish Bhalodia Shireen Y. Elhabian DRL 120 1 0 25 May 2022
Structured Uncertainty in the Observation Space of Variational Autoencoders James A. G. Langley M. Monteiro Charles Jones Nick Pawlowski Ben Glocker CML OOD BDL DRL 69 2 0 25 May 2022
Deep Direct Discriminative Decoders for High-dimensional Time-series Data Analysis Mohammadreza Rezaei Milos R. Popovic M. Lankarany Ali Yousefi AI4TS 129 0 0 22 May 2022
CARNet: A Dynamic Autoencoder for Learning Latent Dynamics in Autonomous Driving Tasks A. Pak Hemanth Manjunatha Dimitar Filev Panagiotis Tsiotras 45 5 0 18 May 2022
Multi-scale Attention Flow for Probabilistic Time Series Forecasting Shibo Feng Chunyan Miao Ke-Li Xu Jiaxiang Wu Pengcheng Wu Fan Lin P. Zhao BDL AI4TS 56 27 0 16 May 2022
Conditional Vector Graphics Generation for Music Cover Images Valeria Efimova Ivan Jarsky Ilya Bizyaev Andrey Filchenkov GAN 71 3 0 15 May 2022
Variational Autoencoder Leveraged MMSE Channel Estimation Michael Baur B. Fesl M. Koller Wolfgang Utschick 66 20 0 11 May 2022
Generative methods for sampling transition paths in molecular dynamics T. Lelièvre Geneviève Robin Inass Sekkat G. Stoltz Gabriel Victorino Cardoso GAN 46 9 0 05 May 2022
An Analysis of Generative Methods for Multiple Image Inpainting C. Ballester Aurélie Bugeau Samuel Hurault S. Parisotto Patricia Vitoria 53 3 0 04 May 2022
Assessing Dataset Bias in Computer Vision Athiya Deviyani CVBM 56 9 0 03 May 2022
Data-driven emotional body language generation for social robotics Mina Marmpena Fernando García Angelica Lim Nikolas J. Hemion T. Wennekers 21 2 0 02 May 2022
Fast Sampling of Diffusion Models with Exponential Integrator Qinsheng Zhang Yongxin Chen DiffM 114 439 0 29 Apr 2022
Particle algorithms for maximum likelihood training of latent variable models Juan Kuntz Jen Ning Lim A. M. Johansen FedML 121 23 0 27 Apr 2022
Wrapped Distributions on homogeneous Riemannian manifolds F. Galaz‐García Marios Papamichalis K. Turnbull Simón Lunagómez E. Airoldi 75 9 0 20 Apr 2022
Gaussian mixture modeling of nodes in Bayesian network according to maximal parental cliques Yiran Dong Chuanhou Gao 38 0 0 20 Apr 2022
Unsupervised Domain Adaptation for Cardiac Segmentation: Towards Structure Mutual Information Maximization Chang-Tien Lu Shen Zheng Gaurav Gupta OOD 51 7 0 20 Apr 2022
Artificial Intelligence for Imaging Cherenkov Detectors at the EIC C. Fanelli A. Mahmood 26 2 0 19 Apr 2022
A Differentially Private Probabilistic Framework for Modeling the Variability Across Federated Datasets of Heterogeneous Multi-View Observations Irene Balelli Santiago Silva Marco Lorenzi FedML 88 5 0 15 Apr 2022
Accelerated Design and Deployment of Low-Carbon Concrete for Data Centers Xiou Ge Richard Goodwin Haizi Yu Pablo Romero Omar Abdelrahman Amruta Sudhalkar Julius Kusuma Ryan Cialdella Nakul Garg Lav Varshney 42 10 0 11 Apr 2022
Open-Source Tools for Behavioral Video Analysis: Setup, Methods, and Development Kevin Luxem Jennifer J. Sun S. P. Bradley K. Krishnan Eric A. Yttri Jan Zimmermann Talmo D. Pereira M. Laubach 79 36 0 06 Apr 2022
Scalable Semi-Modular Inference with Variational Meta-Posteriors Chris U. Carmona Geoff K. Nicholls 56 11 0 01 Apr 2022
SIERRA: Ranking Anomalous Activities in Enterprise Networks Jehyun Lee Farren Tang Phyo May Thet Desmond Yeoh Mitch Rybczynski D. Divakaran 34 4 0 31 Mar 2022
Graph-based Active Learning for Semi-supervised Classification of SAR Data Kevin Miller John Mauro Jason Setiadi Xoaquin Baca Zhan Shi Jeff Calder Andrea L. Bertozzi 69 22 0 31 Mar 2022
Tampered VAE for Improved Satellite Image Time Series Classification Xin Cai Y. Bi Peter Nicholl AI4TS 36 1 0 30 Mar 2022
Efficient-VDVAE: Less is more Louay Hazami Rayhane Mama Ragavan Thurairatnam BDL 104 28 0 25 Mar 2022
Pixel VQ-VAEs for Improved Pixel Art Representation Akash Saravanan Matthew J. Guzdial 56 8 0 23 Mar 2022
Breast Cancer Induced Bone Osteolysis Prediction Using Temporal Variational Auto-Encoders Wei Xiong Neil Yeung Shubo Wang Haofu Liao Liyun Wang Jiebo Luo 78 7 0 20 Mar 2022
CryoAI: Amortized Inference of Poses for Ab Initio Reconstruction of 3D Molecular Volumes from Real Cryo-EM Images Axel Levy Frédéric Poitevin Julien N. P. Martel Y. Nashed A. Peck Nina Miolane Daniel Ratner Mike Dunne Gordon Wetzstein 93 41 0 15 Mar 2022
Implicit Feature Decoupling with Depthwise Quantization Iordanis Fostiropoulos Barry W. Boehm 48 2 0 15 Mar 2022
Generative models and Bayesian inversion using Laplace approximation M. Marschall G. Wübbeler F. Schmähling Clemens Elster 61 1 0 15 Mar 2022
Hybrid Artifact Detection System for Minute Resolution Blood Pressure Signals from ICU Hollan Haule Evangelos Kafantaris T. M. Lo Chen Qin Javier Escudero 23 0 0 11 Mar 2022
Dual reparametrized Variational Generative Model for Time-Series Forecasting Ziang Chen AI4TS 40 0 0 11 Mar 2022
Machine Learning in NextG Networks via Generative Adversarial Networks E. Ayanoglu Kemal Davaslioglu Y. Sagduyu GAN 67 34 0 09 Mar 2022
Diffusion Models for Medical Anomaly Detection J. Wolleb Florentin Bieder Robin Sandkühler Philippe C. Cattin MedIm DiffM 121 282 0 08 Mar 2022
UVCGAN: UNet Vision Transformer cycle-consistent GAN for unpaired image-to-image translation D. Torbunov Yi Huang Haiwang Yu Jin-zhi Huang Shinjae Yoo Meifeng Lin B. Viren Yihui Ren ViT 100 85 0 04 Mar 2022
TAE: A Semi-supervised Controllable Behavior-aware Trajectory Generator and Predictor Ruochen Jiao Xiangguo Liu Bowen Zheng Davis Liang Qi Zhu 141 24 0 02 Mar 2022
Learning Conditional Variational Autoencoders with Missing Covariates S. Ramchandran Gleb Tikhonov Otto Lönnroth Pekka Tiikkainen Harri Lähdesmäki CML 72 19 0 02 Mar 2022
Variational Autoencoder with Disentanglement Priors for Low-Resource Task-Specific Natural Language Generation Zhuang Li Zhuang Li Xingliang Yuan Tongtong Wu Tianyang Zhan Gholamreza Haffari CoGe UD DRL 107 4 0 27 Feb 2022
Estimators of Entropy and Information via Inference in Probabilistic Models Feras A. Saad Marco F. Cusumano-Towner Vikash K. Mansinghka 73 4 0 24 Feb 2022
Speciesist bias in AI -- How AI applications perpetuate discrimination and unfair outcomes against animals Thilo Hagendorff L. Bossert Yip Fai Tse P. Singer FaML 77 40 0 22 Feb 2022
AI/ML Algorithms and Applications in VLSI Design and Technology Deepthi Amuru Harsha V. Vudumula Pavan K. Cherupally Sushanth R. Gurram Amir Ahmad Andleeb Zahra Zia Abbas 129 44 0 21 Feb 2022
Diversity in deep generative models and generative AI Gabriel Turinici DRL 32 0 0 19 Feb 2022
Deep learning and differential equations for modeling changes in individual-level latent dynamics between observation periods G. Köber R. Kalisch Lara Puhlmann A. Chmitorz Anita Schick Harald Binder 56 1 0 15 Feb 2022
Machine Learning in Aerodynamic Shape Optimization Ji-chao Li Xiaosong Du J. Martins AI4CE 95 195 0 15 Feb 2022
Supported Policy Optimization for Offline Reinforcement Learning Jialong Wu Haixu Wu Zihan Qiu Jianmin Wang Mingsheng Long OffRL 101 70 0 13 Feb 2022
Missing Data Imputation and Acquisition with Deep Hierarchical Models and Hamiltonian Monte Carlo I. Peis Chao Ma José Miguel Hernández-Lobato BDL DRL 90 15 0 09 Feb 2022
A survey of unsupervised learning methods for high-dimensional uncertainty quantification in black-box-type problems Katiana Kontolati Dimitrios Loukrezis D. D. Giovanis Lohit Vandanapu Michael D. Shields 80 43 0 09 Feb 2022
Model Architecture Adaption for Bayesian Neural Networks Duo Wang Yiren Zhao Ilia Shumailov Robert D. Mullins UQCV OOD BDL 43 0 0 09 Feb 2022