Controllable Data Generation by Deep Learning: A Review

19 July 2022

Papers citing "Controllable Data Generation by Deep Learning: A Review"

50 / 193 papers shown

Title
Text2Data: Low-Resource Data Generation with Textual Control Shiyu Wang Yihao Feng Tian Lan Ning Yu Yu Bai Ran Xu Han Wang Caiming Xiong Siyang Song DiffM 104 0 0 03 Jan 2025
A survey on text generation using generative adversarial networks Gustavo de Rosa João Paulo Papa GAN 45 90 0 20 Dec 2022
GAUCHE: A Library for Gaussian Processes in Chemistry Ryan-Rhys Griffiths Leo Klarner Henry B. Moss Aditya Ravuri Sang T. Truong ... A. Lee Bingqing Cheng Alán Aspuru-Guzik P. Schwaller Jian Tang GP 57 41 0 06 Dec 2022
Multi-objective Deep Data Generation with Correlated Property Control Shiyu Wang Xiaojie Guo Xuanyang Lin Bo Pan Yuanqi Du ... S. Alkhalifa K. Minbiole Bill Wuest Amarda Shehu Liang Zhao AI4CE 59 14 0 01 Oct 2022
Enhancing Diffusion-Based Image Synthesis with Robust Classifier Guidance Bahjat Kawar Roy Ganz Michael Elad DiffM 44 39 0 18 Aug 2022
FBNETGEN: Task-aware GNN-based fMRI Analysis via Functional Brain Network Generation Xuan Kan Hejie Cui Joshua Lukemire Ying Guo Carl Yang 24 85 0 25 May 2022
FastDiff: A Fast Conditional Diffusion Model for High-Quality Speech Synthesis Rongjie Huang Max W. Y. Lam Jun Wang Dan Su Dong Yu Yi Ren Zhou Zhao DiffM 38 167 0 21 Apr 2022
Equivariant Diffusion for Molecule Generation in 3D Emiel Hoogeboom Victor Garcia Satorras Clément Vignac Max Welling DiffM 68 594 0 31 Mar 2022
MolGenSurvey: A Systematic Survey in Machine Learning Models for Molecule Design Yuanqi Du Tianfan Fu Jimeng Sun Shengchao Liu AI4CE 87 89 0 28 Mar 2022
A Survey on Deep Graph Generation: Methods and Applications Yanqiao Zhu Yuanqi Du Yinkai Wang Yichen Xu Jieyu Zhang Qiang Liu Shu Wu 3DV GNN 59 69 0 13 Mar 2022
Disentangled Spatiotemporal Graph Generative Models Yuanqi Du Xiaojie Guo Hengning Cao Yanfang Ye Liang Zhao 59 21 0 28 Feb 2022
Interpretable Molecular Graph Generation via Monotonic Constraints Yuanqi Du Xiaojie Guo Amarda Shehu Liang Zhao 80 19 0 28 Feb 2022
A Causal Lens for Controllable Text Generation Zhiting Hu Erran L. Li 59 60 0 22 Jan 2022
How Can Graph Neural Networks Help Document Retrieval: A Case Study on CORD19 with Concept Map Generation Hejie Cui Jiaying Lu Yao Ge Carl Yang 51 22 0 12 Jan 2022
GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models Alex Nichol Prafulla Dhariwal Aditya A. Ramesh Pranav Shyam Pamela Mishkin Bob McGrew Ilya Sutskever Mark Chen 222 3,531 0 20 Dec 2021
Guided-TTS: A Diffusion Model for Text-to-Speech via Classifier Guidance Heeseung Kim Sungwon Kim Sungroh Yoon DiffM BDL 42 108 0 23 Nov 2021
Deep Generative Models in Engineering Design: A Review Lyle Regenwetter Amin Heyrani Nobari Faez Ahmed 3DV AI4CE 43 177 0 21 Oct 2021
Self-Supervised Representation Learning: Introduction, Advances and Challenges Linus Ericsson Henry Gouk Chen Change Loy Timothy M. Hospedales SSL OOD AI4TS 60 275 0 18 Oct 2021
EditVAE: Unsupervised Part-Aware Controllable 3D Point Cloud Shape Generation Shidi Li Miaomiao Liu Christian J. Walder 3DPC 70 28 0 13 Oct 2021
Fine-grained style control in Transformer-based Text-to-speech Synthesis Li-Wei Chen Alexander I. Rudnicky 106 30 0 12 Oct 2021
A Review of Text Style Transfer using Deep Learning Martina Toshevska Sonja Gievska CLIP 53 44 0 30 Sep 2021
Differentiable Scaffolding Tree for Molecular Optimization Tianfan Fu Wenhao Gao Cao Xiao Jacob Yasonik Connor W. Coley Jimeng Sun 59 78 0 22 Sep 2021
C5T5: Controllable Generation of Organic Molecules with Transformers D. Rothchild Alex Tamkin Julie H. Yu Ujval Misra Joseph E. Gonzalez 57 29 0 23 Aug 2021
ILVR: Conditioning Method for Denoising Diffusion Probabilistic Models Jooyoung Choi Sungwon Kim Yonghyun Jeong Youngjune Gwon Sungroh Yoon DiffM 110 706 0 06 Aug 2021
Is Disentanglement enough? On Latent Representations for Controllable Music Generation Ashis Pati Alexander Lerch CoGe DRL 35 16 0 01 Aug 2021
Geometric Deep Learning on Molecular Representations Kenneth Atz F. Grisoni G. Schneider AI4CE 57 296 0 26 Jul 2021
Controllable cardiac synthesis via disentangled anatomy arithmetic Spyridon Thermos Xiao Liu Alison Q. OÑeil Sotirios A. Tsaftaris MedIm 51 14 0 04 Jul 2021
A Survey on Neural Speech Synthesis Xu Tan Tao Qin Frank Soong Tie-Yan Liu AI4TS 43 355 0 29 Jun 2021
EMOVIE: A Mandarin Emotion Speech Dataset with a Simple Emotional Text-to-Speech Model Chenye Cui Yi Ren Jinglin Liu Feiyang Chen Rongjie Huang Ming Lei Zhou Zhao 24 35 0 17 Jun 2021
Low-Rank Subspaces in GANs Jiapeng Zhu Ruili Feng Yujun Shen Deli Zhao Zhengjun Zha Jingren Zhou Qifeng Chen GAN 34 71 0 08 Jun 2021
Monash Time Series Forecasting Archive Rakshitha Godahewa Christoph Bergmeir Geoffrey I. Webb Rob J. Hyndman Pablo Montero-Manso AI4TS 39 150 0 14 May 2021
Diffusion Models Beat GANs on Image Synthesis Prafulla Dhariwal Alex Nichol 123 7,639 0 11 May 2021
Review of end-to-end speech synthesis technology based on deep learning Zhaoxi Mu Xinyu Yang Yizhuo Dong AuLLM ALM 40 24 0 20 Apr 2021
BSTC: A Large-Scale Chinese-English Speech Translation Dataset Ruiqing Zhang Xiyang Wang Chuanqiang Zhang Zhongjun He Hua Wu Zhi Li Haifeng Wang Ying-Cong Chen Qinfei Li 40 39 0 08 Apr 2021
Reinforcement Learning for Emotional Text-to-Speech Synthesis with Improved Emotion Discriminability Rui Liu Berrak Sisman Haizhou Li 39 32 0 03 Apr 2021
Changing the Mind of Transformers for Topically-Controllable Language Generation Haw-Shiuan Chang Jiaming Yuan Mohit Iyyer Andrew McCallum 53 9 0 29 Mar 2021
MARS: Markov Molecular Sampling for Multi-objective Drug Discovery Yutong Xie Chence Shi Hao Zhou Yuwei Yang Weinan Zhang Yong Yu Lei Li 61 142 0 18 Mar 2021
Deep Generative Modelling: A Comparative Review of VAEs, GANs, Normalizing Flows, Energy-Based and Autoregressive Models Sam Bond-Taylor Adam Leach Yang Long Chris G. Willcocks VLM TPM 58 493 0 08 Mar 2021
Controllable and Diverse Text Generation in E-commerce Huajie Shao Jianing Wang Haohong Lin Xuezhou Zhang Aston Zhang Heng Ji Tarek Abdelzaher 36 30 0 23 Feb 2021
Therapeutics Data Commons: Machine Learning Datasets and Tasks for Drug Discovery and Development Kexin Huang Tianfan Fu Wenhao Gao Yue Zhao Yusuf Roohani J. Leskovec Connor W. Coley Cao Xiao Jimeng Sun Marinka Zitnik OOD LM&MA 45 271 0 18 Feb 2021
GraphDF: A Discrete Flow Model for Molecular Graph Generation Youzhi Luo Keqiang Yan Shuiwang Ji DRL 202 195 0 01 Feb 2021
GraphEBM: Molecular Graph Generation with Energy-Based Models Meng Liu Keqiang Yan Bora Oztekin Shuiwang Ji 47 88 0 31 Jan 2021
Generating Syntactically Controlled Paraphrases without Using Annotated Parallel Pairs Kuan-Hao Huang Kai-Wei Chang 180 69 0 26 Jan 2021
GAN Inversion: A Survey Weihao Xia Yulun Zhang Yujiu Yang Jing-Hao Xue Bolei Zhou Ming-Hsuan Yang DiffM 127 509 0 14 Jan 2021
GAN-Control: Explicitly Controllable GANs Alon Shoshan Nadav Bhonker Igor Kviatkovsky Gérard Medioni CVBM 168 134 0 07 Jan 2021
Deep Graph Generators: A Survey Faezeh Faez Yassaman Ommi M. Baghshah Hamid R. Rabiee GNN AI4CE 68 57 0 31 Dec 2020
A Distributional Approach to Controlled Text Generation Muhammad Khalifa Hady ElSahar Marc Dymetman 109 117 0 21 Dec 2020
Score-Based Generative Modeling through Stochastic Differential Equations Yang Song Jascha Narain Sohl-Dickstein Diederik P. Kingma Abhishek Kumar Stefano Ermon Ben Poole DiffM SyDa 253 6,293 0 26 Nov 2020
Controllable Emotion Transfer For End-to-End Speech Synthesis Tao Li Shan Yang Liumeng Xue Lei Xie 38 73 0 17 Nov 2020
Speech Synthesis and Control Using Differentiable DSP Giorgio Fabbro Vladimir Golkov Thomas Kemp Daniel Cremers 37 12 0 28 Oct 2020