| ChronoGAN: Supervised and Embedded Generative Adversarial Networks for Time Series Generation | Sep 21, 2024 | Time SeriesTime Series Generation | CodeCode Available | 1 |
| Monte Carlo Simulation of SDEs using GANs | Apr 3, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| IMUDiffusion: A Diffusion Model for Multivariate Time Series Synthetisation for Inertial Motion Capturing Systems | Nov 5, 2024 | DiversityTime Series | —Unverified | 0 |
| LeMoLE: LLM-Enhanced Mixture of Linear Experts for Time Series Forecasting | Nov 24, 2024 | Computational EfficiencyNatural Language Understanding | —Unverified | 0 |
| Leveraging Image-based Generative Adversarial Networks for Time Series Generation | Dec 15, 2021 | DisentanglementTime Series | —Unverified | 0 |
| Leveraging Priors via Diffusion Bridge for Time Series Generation | Aug 13, 2024 | Data AugmentationTime Series | —Unverified | 0 |
| MSDformer: Multi-scale Discrete Transformer For Time Series Generation | May 20, 2025 | Model OptimizationTime Series | —Unverified | 0 |
| On the Constrained Time-Series Generation Problem | Jul 4, 2023 | counterfactualTime Series | —Unverified | 0 |
| Quantum Quantile Mechanics: Solving Stochastic Differential Equations for Generating Time-Series | Aug 6, 2021 | Financial AnalysisTime Series | —Unverified | 0 |
| Quick and Easy Time Series Generation with Established Image-based GANs | Feb 14, 2019 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Random pattern and frequency generation using a photonic reservoir computer with output feedback | Dec 19, 2020 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Regular Time-series Generation using SGM | Jan 20, 2023 | DenoisingDiversity | —Unverified | 0 |
| Robust time series generation via Schrödinger Bridge: a comprehensive evaluation | Mar 4, 2025 | Image GenerationTime Series | —Unverified | 0 |
| StyleTime: Style Transfer for Synthetic Time Series Generation | Sep 22, 2022 | Data AugmentationStyle Transfer | —Unverified | 0 |
| Synthetic Time Series for Anomaly Detection in Cloud Microservices | Jul 21, 2024 | Anomaly DetectionCloud Computing | —Unverified | 0 |
| Theoretical Foundation of Flow-Based Time Series Generation: Provable Approximation, Generalization, and Efficiency | Mar 18, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| TimeDP: Learning to Generate Multi-Domain Time Series with Domain Prompts | Jan 9, 2025 | Data AugmentationTime Series | —Unverified | 0 |
| TarDiff: Target-Oriented Diffusion Guidance for Synthetic Electronic Health Record Time Series Generation | Apr 24, 2025 | Synthetic Data GenerationTime Series | —Unverified | 0 |
| AIGC for Industrial Time Series: From Deep Generative Models to Large Generative Models | Jul 16, 2024 | Time SeriesTime Series Generation | —Unverified | 0 |
| Application of time-series quantum generative model to financial data | May 20, 2024 | Missing ValuesTime Series | —Unverified | 0 |
| A Study of Posterior Stability for Time-Series Latent Diffusion | May 22, 2024 | DecoderImage Generation | —Unverified | 0 |
| A Survey of Transformer Enabled Time Series Synthesis | Jun 4, 2024 | State Space ModelsSurvey | —Unverified | 0 |
| A Systematic Evaluation of Generated Time Series and Their Effects in Self-Supervised Pretraining | Aug 15, 2024 | Time SeriesTime Series Generation | —Unverified | 0 |
| Attentive Gaussian processes for probabilistic time-series generation | Feb 10, 2021 | Gaussian ProcessesTime Series | —Unverified | 0 |
| Blending Low and High-Level Semantics of Time Series for Better Masked Time Series Generation | Aug 29, 2024 | QuantizationSelf-Supervised Learning | —Unverified | 0 |