Deep Generative Modelling: A Comparative Review of VAEs, GANs, Normalizing Flows, Energy-Based and Autoregressive Models

8 March 2021

Papers citing "Deep Generative Modelling: A Comparative Review of VAEs, GANs, Normalizing Flows, Energy-Based and Autoregressive Models"

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Title
Exploring Privacy and Fairness Risks in Sharing Diffusion Models: An Adversarial Perspective Xinjian Luo Yangfan Jiang Fei Wei Yuncheng Wu Xiaokui Xiao Beng Chin Ooi DiffM 30 4 0 28 Feb 2024
Advancing Generative Model Evaluation: A Novel Algorithm for Realistic Image Synthesis and Comparison in OCR System Majid Memari Khaled R. Ahmed Shahram Rahimi Noorbakhsh Amiri Golilarz EGVM 28 1 0 27 Feb 2024
Generative AI in Vision: A Survey on Models, Metrics and Applications Gaurav Raut Apoorv Singh VLM MedIm 36 6 0 26 Feb 2024
Enhanced Droplet Analysis Using Generative Adversarial Networks Tan-Hanh Pham Kim-Doang Nguyen 25 4 0 24 Feb 2024
Generative AI and Process Systems Engineering: The Next Frontier Benjamin Decardi-Nelson Abdulelah S. Alshehri Akshay Ajagekar Fengqi You AI4CE LLMAG 14 23 0 15 Feb 2024
Building Expressive and Tractable Probabilistic Generative Models: A Review Sahil Sidheekh S. Natarajan TPM 11 5 0 01 Feb 2024
Generative AI-Driven Human Digital Twin in IoT-Healthcare: A Comprehensive Survey Jiayuan Chen You Shi Changyan Yi Hongyang Du Jiawen Kang Dusit Niyato 32 21 0 22 Jan 2024
Quantum Generative Diffusion Model: A Fully Quantum-Mechanical Model for Generating Quantum State Ensemble Chuangtao Chen Qinglin Zhao Mengchu Zhou Zhimin He Zhili Sun Haozhen Situ 23 2 0 13 Jan 2024
scDiffusion: conditional generation of high-quality single-cell data using diffusion model Erpai Luo Minsheng Hao Lei Wei Xuegong Zhang 17 6 0 08 Jan 2024
Short-Time Fourier Transform for deblurring Variational Autoencoders Vibhu Dalal 22 0 0 06 Jan 2024
The Rise of Diffusion Models in Time-Series Forecasting Caspar Meijer Lydia Y. Chen DiffM AI4TS 32 8 0 05 Jan 2024
Discrete Distribution Networks Lei Yang 23 1 0 29 Dec 2023
ConSequence: Synthesizing Logically Constrained Sequences for Electronic Health Record Generation B. Theodorou Shrusti Jain Cao Xiao Jimeng Sun SyDa 15 1 0 10 Dec 2023
Generative AI for Physical Layer Communications: A Survey Nguyen Van Huynh Jiacheng Wang Hongyang Du D. Hoang Dusit Niyato Diep N. Nguyen Dong In Kim K. B. Letaief AI4CE 14 30 0 09 Dec 2023
Deep Generative Attacks and Countermeasures for Data-Driven Offline Signature Verification An Ngo Rajesh Kumar MinhPhuong Cao AAML 17 0 0 02 Dec 2023
Multi-Resolution Diffusion for Privacy-Sensitive Recommender Systems Derek Lilienthal Paul Mello Magdalini Eirinaki Stas Tiomkin SyDa DiffM 19 3 0 06 Nov 2023
Approximating Langevin Monte Carlo with ResNet-like Neural Network architectures Charles Miranda Janina Enrica Schutte David Sommer Martin Eigel 12 3 0 06 Nov 2023
The statistical thermodynamics of generative diffusion models: Phase transitions, symmetry breaking and critical instability Luca Ambrogioni AI4CE DiffM 20 13 0 26 Oct 2023
Generating by Understanding: Neural Visual Generation with Logical Symbol Groundings Yifei Peng Yu Jin Zhexu Luo Yaoxiang Ding Wang-Zhou Dai Zhong Ren Kun Zhou GAN NAI 14 0 0 26 Oct 2023
Probabilistic Integral Circuits G. Gala Cassio de Campos Robert Peharz Antonio Vergari Erik Quaeghebeur TPM 14 3 0 25 Oct 2023
Reimagining Synthetic Tabular Data Generation through Data-Centric AI: A Comprehensive Benchmark Lasse Hansen Nabeel Seedat M. Schaar Andrija Petrović 30 17 0 25 Oct 2023
Towards Scenario-based Safety Validation for Autonomous Trains with Deep Generative Models Thomas Decker Ananta R. Bhattarai Michael Lebacher 14 4 0 16 Oct 2023
State of the Art on Diffusion Models for Visual Computing Ryan Po Wang Yifan Vladislav Golyanik Kfir Aberman Jonathan T. Barron ... Matthias Nießner Bjorn Ommer Christian Theobalt Peter Wonka Gordon Wetzstein 22 101 0 11 Oct 2023
Assessing the capacity of a denoising diffusion probabilistic model to reproduce spatial context Rucha Deshpande Muzaffer Özbey Hua Li M. Anastasio F. Brooks MedIm DiffM 15 7 0 19 Sep 2023
Speeding Up Speech Synthesis In Diffusion Models By Reducing Data Distribution Recovery Steps Via Content Transfer Peter Ochieng DiffM 16 0 0 18 Sep 2023
Deep conditional generative models for longitudinal single-slice abdominal computed tomography harmonization Xin Yu Qi Yang Yucheng Tang Riqiang Gao Shunxing Bao ... Ho Hin Lee Yuankai Huo A. Moore Luigi Ferrucci Bennett A. Landman 16 2 0 17 Sep 2023
LiDAR Data Synthesis with Denoising Diffusion Probabilistic Models Kazuto Nakashima Ryo Kurazume DiffM 10 27 0 17 Sep 2023
Revisiting Energy Based Models as Policies: Ranking Noise Contrastive Estimation and Interpolating Energy Models Sumeet Singh Stephen Tu Vikas Sindhwani DiffM 15 8 0 11 Sep 2023
Variations and Relaxations of Normalizing Flows Keegan Kelly Lorena Piedras Sukrit Rao David Samuel Roth BDL 22 0 0 08 Sep 2023
DiffDefense: Defending against Adversarial Attacks via Diffusion Models Hondamunige Prasanna Silva Lorenzo Seidenari A. Bimbo DiffM 33 6 0 07 Sep 2023
Noise-Free Sampling Algorithms via Regularized Wasserstein Proximals Hongwei Tan Stanley Osher Wuchen Li 11 7 0 28 Aug 2023
Generating tabular datasets under differential privacy G. Truda DiffM 11 4 0 28 Aug 2023
Unaligned 2D to 3D Translation with Conditional Vector-Quantized Code Diffusion using Transformers Abril Corona-Figueroa Sam Bond-Taylor Neelanjan Bhowmik Yona Falinie A. Gaus T. Breckon Hubert P. H. Shum Chris G. Willcocks DiffM 23 4 0 27 Aug 2023
Is Deep Learning Network Necessary for Image Generation? Chenqiu Zhao Guanfang Dong Anup Basu OOD 11 0 0 25 Aug 2023
FG-Net: Facial Action Unit Detection with Generalizable Pyramidal Features Yufeng Yin Di Chang Guoxian Song S. Sang Tiancheng Zhi Jing Liu Linjie Luo M. Soleymani CVBM 29 7 0 23 Aug 2023
On the Approximation of Bi-Lipschitz Maps by Invertible Neural Networks Bangti Jin Zehui Zhou Jun Zou 11 3 0 18 Aug 2023
Learning Distributions via Monte-Carlo Marginalization Chenqiu Zhao Guanfang Dong Anup Basu DRL 19 4 0 11 Aug 2023
Deep Generative Models, Synthetic Tabular Data, and Differential Privacy: An Overview and Synthesis Conor Hassan Roberto Salomone Kerrie Mengersen 13 6 0 28 Jul 2023
A Revolution of Personalized Healthcare: Enabling Human Digital Twin with Mobile AIGC Jiayuan Chen Changyan Yi Hongyang Du Dusit Niyato Jiawen Kang Jun Cai Xuemin X. Shen 18 30 0 22 Jul 2023
Human Motion Generation: A Survey Wentao Zhu Xiaoxuan Ma Dongwoo Ro Hai Ci Jinlu Zhang Jiaxin Shi Feng Gao Qi Tian Yizhou Wang VGen 26 50 0 20 Jul 2023
The Ethical Implications of Generative Audio Models: A Systematic Literature Review J. Barnett 14 23 0 07 Jul 2023
Hybrid Ground-State Quantum Algorithms based on Neural Schrödinger Forging Paulin de Schoulepnikoff Oriel Kiss S. Vallecorsa Giuseppe Carleo Michele Grossi 14 9 0 05 Jul 2023
SoK: Privacy-Preserving Data Synthesis Yuzheng Hu Fan Wu Q. Li Yunhui Long Gonzalo Munilla Garrido Chang Ge Bolin Ding David A. Forsyth Bo-wen Li D. Song 49 25 0 05 Jul 2023
Exploring the Landscape of Ubiquitous In-home Health Monitoring: A Comprehensive Survey Farhad Pourpanah Ali Etemad 16 2 0 22 Jun 2023
A generative artificial intelligence framework based on a molecular diffusion model for the design of metal-organic frameworks for carbon capture Hyun Park Xiaoli Yan Ruijie Zhu Eliu A. Huerta Santanu Chaudhuri Donny Cooper Ian T. Foster E. Tajkhorshid AI4CE 27 18 0 14 Jun 2023
PoetryDiffusion: Towards Joint Semantic and Metrical Manipulation in Poetry Generation Zhiyuan Hu Chumin Liu Yue Feng Anh Tuan Luu Bryan Hooi DiffM 11 3 0 14 Jun 2023
Dynamically Masked Discriminator for Generative Adversarial Networks Wentian Zhang Haozhe Liu Bing Li Jinheng Xie Yawen Huang Yuexiang Li Yefeng Zheng Bernard Ghanem TTA 25 2 0 13 Jun 2023
Phoenix: A Federated Generative Diffusion Model Fiona Victoria Stanley Jothiraj A. Mashhadi DiffM 29 18 0 07 Jun 2023
PassGPT: Password Modeling and (Guided) Generation with Large Language Models Javier Rando F. Pérez-Cruz B. Hitaj GAN 14 7 0 02 Jun 2023
Image generation with shortest path diffusion Ayan Das Stathi Fotiadis Anil Batra F. Nabiei FengTing Liao Sattar Vakili Da-shan Shiu A. Bernacchia 14 8 0 01 Jun 2023