Conditional GAN for timeseries generation

30 June 2020

Papers citing "Conditional GAN for timeseries generation"

32 / 32 papers shown

Title
Towards Identifiability of Hierarchical Temporal Causal Representation Learning Zijian Li Minghao Fu Junxian Huang Yifan Shen Ruichu Cai Yuewen Sun Guangyi Chen Kun Zhang CML 132 0 0 21 Oct 2025
Handling Extreme Class Imbalance: Using GANs in Data Augmentation for Suicide Prediction Vaishnavi Visweswaraiah Tanvi Banerjee W. Romine SyDa 42 0 0 20 Oct 2025
Fiaingen: A financial time series generative method matching real-world data quality Jože M. Rožanec Tina Žezlin Laurentiu Vasiliu Dunja Mladenić R.-C. Prodan Dumitru Roman AI4TS 4 0 0 01 Oct 2025
Causal Time Series Generation via Diffusion Models Yutong Xia Chang Xu Yuxuan Liang Qingsong Wen Roger Zimmermann Jiang Bian DiffM CML 133 0 0 25 Sep 2025
CTBench: Cryptocurrency Time Series Generation Benchmark Yihao Ang Qiang Wang Qiang Huang Yifan Bao Xinyu Xi A. Tung Chen Jin Zhiyong Huang AI4TS 38 2 0 03 Aug 2025
Synthetic ALS-EEG Data Augmentation for ALS Diagnosis Using Conditional WGAN with Weight Clipping Abdulvahap Mutlu Şengül Doğan Türker Tuncer 89 0 0 19 Jun 2025
Simulating realistic short tandem repeat capillary electrophoretic signal using a generative adversarial network Duncan Taylor Melissa Humphries GAN 87 0 0 28 Aug 2024
GANs Conditioning Methods: A Survey Anis Bourou Valérie Mezger Auguste Genovesio EGVM AI4CE 277 2 0 28 Aug 2024
On the Use of Relative Validity Indices for Comparing Clustering Approaches Luke W. Yerbury R. Campello G. C. Livingston Mark Goldsworthy Lachlan OÑeil 121 3 0 16 Apr 2024
A Practical Guide to Statistical Distances for Evaluating Generative Models in Science Sebastian Bischoff Alana Darcher Michael Deistler Richard Gao Franziska Gerken ... Auguste Schulz Zinovia Stefanidi Shoji Toyota Linda Ulmer Julius Vetter SyDa 105 15 0 19 Mar 2024
Towards Controllable Time Series Generation Yifan Bao Yihao Ang Qiang Huang Anthony K. H. Tung Zhiyong Huang DiffM 156 6 0 06 Mar 2024
Time-Transformer: Integrating Local and Global Features for Better Time Series Generation Yuansan Liu S. Wijewickrema Ang Li C. Bester Stephen O'Leary James Bailey ViT AI4TS 213 11 0 18 Dec 2023
Data Augmentation for Time-Series Classification: An Extensive Empirical Study and Comprehensive Survey Zijun Gao Lingbo Li AI4TS 186 15 0 16 Oct 2023
NetDiffus: Network Traffic Generation by Diffusion Models through Time-Series Imaging Nirhoshan Sivaroopan Dumindu Bandara Chamara Madarasingha Guilluame Jourjon A. Jayasumana Kanchana Thilakarathna DiffM 90 36 0 23 Sep 2023
Masked Generative Modeling with Enhanced Sampling Scheme Daesoo Lee Erlend Aune Sara Malacarne DiffM 91 4 0 14 Sep 2023
TSGBench: Time Series Generation BenchmarkProceedings of the VLDB Endowment (PVLDB), 2023 Yihao Ang Qiang Huang Yifan Bao Anthony K. H. Tung Zhiyong Huang AI4TS 187 27 0 07 Sep 2023
Ten Years of Generative Adversarial Nets (GANs): A survey of the state-of-the-art Tanujit Chakraborty Ujjwal Reddy K S Shraddha M. Naik Madhurima Panja B. Manvitha 176 105 0 30 Aug 2023
Unsupervised Representation Learning for Time Series: A Review Qianwen Meng Hangwei Qian Yong Liu Yonghui Xu Zhiqi Shen Li-zhen Cui AI4TS 131 25 0 03 Aug 2023
Vector Quantized Time Series Generation with a Bidirectional Prior ModelInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2023 Daesoo Lee Sara Malacarne Erlend Aune BDL 165 36 0 08 Mar 2023
Physics-Guided, Physics-Informed, and Physics-Encoded Neural Networks in Scientific Computing S. Faroughi N. Pawar C. Fernandes Maziar Raissi Subasish Das N. Kalantari S. K. Mahjour PINN AI4CE 155 61 0 14 Nov 2022
Leveraging Statistical Shape Priors in GAN-based ECG SynthesisIEEE Access (IEEE Access), 2022 Nour Neifar A. Ben-Hamadou Afef Mdhaffar M. Jmaiel Bernd Freisleben GAN 128 13 0 22 Oct 2022
Quantifying Quality of Class-Conditional Generative Models in Time-Series Domain Alireza Koochali Maria Walch Sankrutyayan Thota P. Schichtel Andreas Dengel Sheraz Ahmed EGVM 107 4 0 14 Oct 2022
Transformer-based conditional generative adversarial network for multivariate time series generation Abdellah Madane M. Dilmi Florent Forest Hanane Azzag M. Lebbah J. Lacaille 83 13 0 05 Oct 2022
The Interplay of AI and Digital Twin: Bridging the Gap between Data-Driven and Model-Driven ApproachesIEEE wireless communications (IEEE Wireless Commun.), 2022 Lina Bariah Merouane Debbah 109 32 0 26 Sep 2022
Out-of-Distribution Detection in Time-Series Domain: A Novel Seasonal Ratio Scoring ApproachACM Transactions on Intelligent Systems and Technology (ACM TIST), 2022 Taha Belkhouja Yan Yan J. Doppa OODD AI4TS 122 6 0 09 Jul 2022
Data-Driven Modeling of Noise Time Series with Convolutional Generative Adversarial Networks A. Wunderlich Jack G. Sklar AI4TS 202 5 0 03 Jul 2022
PhysioGAN: Training High Fidelity Generative Model for Physiological Sensor Readings M. Alzantot L. Garcia Mani B. Srivastava 76 1 0 25 Apr 2022
Simulating Network Paths with Recurrent Buffering UnitsAAAI Conference on Artificial Intelligence (AAAI), 2022 Divyam Anshumaan S. Balasubramanian Shubham Tiwari Nagarajan Natarajan Sundararajan Sellamanickam V. Padmanabhan 140 1 0 23 Feb 2022
Wasserstein GAN: Deep Generation applied on Bitcoins financial time series Moritz Pfenninger Samuel Rikli Daniel Nico Bigler Osterrieder Joerg GAN AI4TS 128 6 0 13 Jul 2021
Time Series (re)sampling using Generative Adversarial NetworksNeural Networks (NN), 2021 Christian Moller Dahl Emil N. Sørensen TTA AI4TS 116 10 0 30 Jan 2021
Statistical analysis of Wasserstein GANs with applications to time series forecasting Moritz Haas S. Richter AI4TS 80 9 0 05 Nov 2020
Demand Forecasting of Individual Probability Density Functions with Machine Learning Felix Wick U. Kerzel Martin Hahn Moritz Wolf Trapti Singhal Daniel Stemmer Jakob Ernst M. Feindt OOD AI4TS 273 5 0 15 Sep 2020