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GT-GAN: General Purpose Time Series Synthesis with Generative Adversarial Networks

5 October 2022

Papers citing "GT-GAN: General Purpose Time Series Synthesis with Generative Adversarial Networks"

26 / 26 papers shown

Title
BRIDGE: Bootstrapping Text to Control Time-Series Generation via Multi-Agent Iterative Optimization and Diffusion Modeling Hao Li Yu Huang Chang Xu Viktor Schlegel Ren-He Jiang Riza Batista-Navarro Goran Nenadic Jiang Bian DiffM AI4CE 380 4 0 04 Mar 2025
Graph-Guided Network for Irregularly Sampled Multivariate Time Series Xiang Zhang M. Zeman Theodoros Tsiligkaridis Marinka Zitnik MLAU AI4TS 73 113 0 11 Oct 2021
Attentive Neural Controlled Differential Equations for Time-series Classification and Forecasting Sheo Yon Jhin H. Shin Seoyoung Hong Solhee Park Noseong Park AI4TS 51 24 0 04 Sep 2021
Continuous Latent Process Flows Ruizhi Deng Marcus A. Brubaker Greg Mori Andreas M. Lehrmann AI4TS 233 17 0 29 Jun 2021
Numerical Weather Forecasting using Convolutional-LSTM with Attention and Context Matcher Mechanisms Selim Furkan Tekin Arda Fazla Suleyman S. Kozat AI4TS 57 9 0 01 Feb 2021
Learning Continuous System Dynamics from Irregularly-Sampled Partial Observations Zijie Huang Yizhou Sun Wei Wang AI4CE 49 73 0 08 Nov 2020
Neural Controlled Differential Equations for Irregular Time Series Patrick Kidger James Morrill James Foster Terry Lyons AI4TS 106 477 0 18 May 2020
Modeling Continuous Stochastic Processes with Dynamic Normalizing Flows Ruizhi Deng B. Chang Marcus A. Brubaker Greg Mori Andreas M. Lehrmann 52 50 0 24 Feb 2020
Joint Modeling of Local and Global Temporal Dynamics for Multivariate Time Series Forecasting with Missing Values Xianfeng Tang Huaxiu Yao Yiwei Sun Charu C. Aggarwal P. Mitra Suhang Wang AI4TS 79 119 0 22 Nov 2019
Graph WaveNet for Deep Spatial-Temporal Graph Modeling Zonghan Wu Shirui Pan Guodong Long Jing Jiang Chengqi Zhang GNN AI4TS 87 2,164 0 31 May 2019
GRU-ODE-Bayes: Continuous modeling of sporadically-observed time series E. Brouwer Jaak Simm Adam Arany Yves Moreau SyDa CML AI4TS 96 295 0 29 May 2019
Neural Jump Stochastic Differential Equations Junteng Jia Austin R. Benson BDL 65 227 0 24 May 2019
STG2Seq: Spatial-temporal Graph to Sequence Model for Multi-step Passenger Demand Forecasting Lei Bai Lina Yao S. Kanhere Xianzhi Wang Quan.Z Sheng AI4TS 73 253 0 24 May 2019
Deep Signature Transforms Patrick Kidger Patrick Kidger Imanol Perez Arribas C. Salvi Terry Lyons SLR 149 131 0 21 May 2019
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models Will Grathwohl Ricky T. Q. Chen J. Bettencourt Ilya Sutskever David Duvenaud DRL 150 873 0 02 Oct 2018
Neural Ordinary Differential Equations T. Chen Yulia Rubanova J. Bettencourt David Duvenaud AI4CE 417 5,111 0 19 Jun 2018
Adversarial Audio Synthesis Chris Donahue Julian McAuley M. Puckette GAN 143 612 0 12 Feb 2018
Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting Ting Yu Haoteng Yin Zhanxing Zhu GNN AI4TS 125 3,715 0 14 Sep 2017
Real-valued (Medical) Time Series Generation with Recurrent Conditional GANs Cristóbal Esteban Stephanie L. Hyland Gunnar Rätsch GAN SyDa MedIm 102 788 0 08 Jun 2017
Improved Training of Wasserstein GANs Ishaan Gulrajani Faruk Ahmed Martín Arjovsky Vincent Dumoulin Aaron Courville GAN 207 9,548 0 31 Mar 2017
C-RNN-GAN: Continuous recurrent neural networks with adversarial training Olof Mogren GAN 112 520 0 29 Nov 2016
Professor Forcing: A New Algorithm for Training Recurrent Networks Alex Lamb Anirudh Goyal Ying Zhang Saizheng Zhang Aaron Courville Yoshua Bengio GAN 122 594 0 27 Oct 2016
WaveNet: A Generative Model for Raw Audio Aaron van den Oord Sander Dieleman Heiga Zen Karen Simonyan Oriol Vinyals Alex Graves Nal Kalchbrenner A. Senior Koray Kavukcuoglu DiffM 406 7,399 0 12 Sep 2016
Recurrent Neural Networks for Multivariate Time Series with Missing Values Zhengping Che S. Purushotham Kyunghyun Cho David Sontag Yan Liu AI4TS 310 1,939 0 06 Jun 2016
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks Alec Radford Luke Metz Soumith Chintala GAN OOD 264 14,012 0 19 Nov 2015
Generating Sequences With Recurrent Neural Networks Alex Graves GAN 155 4,034 0 04 Aug 2013