| 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 |
