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Time Series Generation

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Showing 1–50 of 87 papers

TitleStatusHype
Diffusion-TS: Interpretable Diffusion for General Time Series GenerationCode3
Time-series Transformer Generative Adversarial NetworksCode3
T2S: High-resolution Time Series Generation with Text-to-Series Diffusion ModelsCode2
Closing the Gap Between Synthetic and Ground Truth Time Series Distributions via Neural MappingCode2
Transformer-based conditional generative adversarial network for multivariate time series generationCode1
TSGBench: Time Series Generation BenchmarkCode1
Vector Quantized Time Series Generation with a Bidirectional Prior ModelCode1
Non-adversarial training of Neural SDEs with signature kernel scoresCode1
Population Aware Diffusion for Time Series GenerationCode1
SeriesGAN: Time Series Generation via Adversarial and Autoregressive LearningCode1
Causal Recurrent Variational Autoencoder for Medical Time Series GenerationCode1
Sig-Wasserstein GANs for Time Series GenerationCode1
Generative Modeling of Regular and Irregular Time Series Data via Koopman VAEsCode1
Explainable Time Series Anomaly Detection using Masked Latent Generative ModelingCode1
Conditional Sig-Wasserstein GANs for Time Series GenerationCode1
Deep Latent State Space Models for Time-Series GenerationCode1
FM-TS: Flow Matching for Time Series GenerationCode1
PCF-GAN: generating sequential data via the characteristic function of measures on the path spaceCode1
Diffusion Transformers for Tabular Data Time Series GenerationCode1
ChronoGAN: Supervised and Embedded Generative Adversarial Networks for Time Series GenerationCode1
Monte Carlo Simulation of SDEs using GANsCode1
Time Series Generation with Masked AutoencoderCode1
TimeVAE: A Variational Auto-Encoder for Multivariate Time Series GenerationCode1
Time-Transformer: Integrating Local and Global Features for Better Time Series GenerationCode1
EEG-GAN: Generative adversarial networks for electroencephalograhic (EEG) brain signalsCode1
MTSS-GAN: Multivariate Time Series Simulation Generative Adversarial NetworksCode1
Multi-Label Clinical Time-Series Generation via Conditional GANCode1
WaveStitch: Flexible and Fast Conditional Time Series Generation with Diffusion ModelsCode0
Data augmentation through multivariate scenario forecasting in Data Centers using Generative Adversarial NetworksCode0
Real-valued (Medical) Time Series Generation with Recurrent Conditional GANsCode0
PATH: A Discrete-sequence Dataset for Evaluating Online Unsupervised Anomaly Detection Approaches for Multivariate Time SeriesCode0
SigDiffusions: Score-Based Diffusion Models for Long Time Series via Log-Signature EmbeddingsCode0
GRATIS: GeneRAting TIme Series with diverse and controllable characteristicsCode0
TimEHR: Image-based Time Series Generation for Electronic Health RecordsCode0
AVATAR: Adversarial Autoencoders with Autoregressive Refinement for Time Series GenerationCode0
Neural SDEs for Conditional Time Series Generation and the Signature-Wasserstein-1 metricCode0
Regular Time-series Generation using SGM—0
Robust time series generation via Schrödinger Bridge: a comprehensive evaluation—0
StyleTime: Style Transfer for Synthetic Time Series Generation—0
TarDiff: Target-Oriented Diffusion Guidance for Synthetic Electronic Health Record Time Series Generation—0
Theoretical Foundation of Flow-Based Time Series Generation: Provable Approximation, Generalization, and Efficiency—0
TimeDP: Learning to Generate Multi-Domain Time Series with Domain Prompts—0
TimeLDM: Latent Diffusion Model for Unconditional Time Series Generation—0
Time Series Diffusion Method: A Denoising Diffusion Probabilistic Model for Vibration Signal Generation—0
Time series forecasting for multidimensional telemetry data using GAN and BiLSTM in a Digital Twin—0
Time-series Generation by Contrastive Imitation—0
Time series generation for option pricing on quantum computers using tensor network—0
Time Weaver: A Conditional Time Series Generation Model—0
Towards Controllable Time Series Generation—0
Towards Synthetic Multivariate Time Series Generation for Flare Forecasting—0
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