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Time Series Generation

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Showing 51–87 of 87 papers

TitleStatusHype
Time-series Generation by Contrastive Imitation—0
Generative Modeling of Regular and Irregular Time Series Data via Koopman VAEsCode1
Deep Generative Methods for Producing Forecast Trajectories in Power Systems—0
TSGBench: Time Series Generation BenchmarkCode1
On the Constrained Time-Series Generation Problem—0
Non-adversarial training of Neural SDEs with signature kernel scoresCode1
PCF-GAN: generating sequential data via the characteristic function of measures on the path spaceCode1
From Private to Public: Benchmarking GANs in the Context of Private Time Series Classification—0
Vector Quantized Time Series Generation with a Bidirectional Prior ModelCode1
Regular Time-series Generation using SGM—0
Causal Recurrent Variational Autoencoder for Medical Time Series GenerationCode1
Neural SDEs for Conditional Time Series Generation and the Signature-Wasserstein-1 metricCode0
Deep Latent State Space Models for Time-Series GenerationCode1
Transformer-based conditional generative adversarial network for multivariate time series generationCode1
StyleTime: Style Transfer for Synthetic Time Series Generation—0
Time-series Transformer Generative Adversarial NetworksCode3
Multi-Label Clinical Time-Series Generation via Conditional GANCode1
Time Series Generation with Masked AutoencoderCode1
Data augmentation through multivariate scenario forecasting in Data Centers using Generative Adversarial NetworksCode0
Leveraging Image-based Generative Adversarial Networks for Time Series Generation—0
TimeVAE: A Variational Auto-Encoder for Multivariate Time Series GenerationCode1
Sig-Wasserstein GANs for Time Series GenerationCode1
ECG synthesis with Neural ODE and GAN models—0
Quantum Quantile Mechanics: Solving Stochastic Differential Equations for Generating Time-Series—0
Towards Synthetic Multivariate Time Series Generation for Flare Forecasting—0
Monte Carlo Simulation of SDEs using GANsCode1
Conditional Loss and Deep Euler Scheme for Time Series Generation—0
Attentive Gaussian processes for probabilistic time-series generation—0
Random pattern and frequency generation using a photonic reservoir computer with output feedback—0
Decision-Aware Conditional GANs for Time Series Data—0
MTSS-GAN: Multivariate Time Series Simulation Generative Adversarial NetworksCode1
Conditional Sig-Wasserstein GANs for Time Series GenerationCode1
Controlled time series generation for automotive software-in-the-loop testing using GANs—0
GRATIS: GeneRAting TIme Series with diverse and controllable characteristicsCode0
Quick and Easy Time Series Generation with Established Image-based GANs—0
EEG-GAN: Generative adversarial networks for electroencephalograhic (EEG) brain signalsCode1
Real-valued (Medical) Time Series Generation with Recurrent Conditional GANsCode0
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