| Trajectory Generator Matching for Time Series | May 29, 2025 | Time SeriesTime Series Generation | —Unverified | 0 | 0 |
| LeMoLE: LLM-Enhanced Mixture of Linear Experts for Time Series Forecasting | Nov 24, 2024 | Computational EfficiencyNatural Language Understanding | —Unverified | 0 | 0 |
| AIGC for Industrial Time Series: From Deep Generative Models to Large Generative Models | Jul 16, 2024 | Time SeriesTime Series Generation | —Unverified | 0 | 0 |
| Application of time-series quantum generative model to financial data | May 20, 2024 | Missing ValuesTime Series | —Unverified | 0 | 0 |
| A Study of Posterior Stability for Time-Series Latent Diffusion | May 22, 2024 | DecoderImage Generation | —Unverified | 0 | 0 |
| A Survey of Transformer Enabled Time Series Synthesis | Jun 4, 2024 | State Space ModelsSurvey | —Unverified | 0 | 0 |
| A Systematic Evaluation of Generated Time Series and Their Effects in Self-Supervised Pretraining | Aug 15, 2024 | Time SeriesTime Series Generation | —Unverified | 0 | 0 |
| Attentive Gaussian processes for probabilistic time-series generation | Feb 10, 2021 | Gaussian ProcessesTime Series | —Unverified | 0 | 0 |
| Blending Low and High-Level Semantics of Time Series for Better Masked Time Series Generation | Aug 29, 2024 | QuantizationSelf-Supervised Learning | —Unverified | 0 | 0 |
| BRIDGE: Bootstrapping Text to Control Time-Series Generation via Multi-Agent Iterative Optimization and Diffusion Modeling | Mar 4, 2025 | counterfactualData Augmentation | —Unverified | 0 | 0 |
| CENTS: Generating synthetic electricity consumption time series for rare and unseen scenarios | Jan 24, 2025 | Protein Structure PredictionTime Series | —Unverified | 0 | 0 |
| Challenges and Limitations in the Synthetic Generation of mHealth Sensor Data | May 20, 2025 | Data AugmentationSynthetic Data Generation | —Unverified | 0 | 0 |
| Class Conditional Time Series Generation with Structured Noise Space GAN | Dec 20, 2023 | Time SeriesTime Series Generation | —Unverified | 0 | 0 |
| CoFinDiff: Controllable Financial Diffusion Model for Time Series Generation | Mar 6, 2025 | DiversitySynthetic Data Generation | —Unverified | 0 | 0 |
| Conditional Loss and Deep Euler Scheme for Time Series Generation | Feb 10, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 | 0 |
| Constrained Posterior Sampling: Time Series Generation with Hard Constraints | Oct 16, 2024 | DenoisingTime Series | —Unverified | 0 | 0 |
| Controlled time series generation for automotive software-in-the-loop testing using GANs | Feb 16, 2020 | Time SeriesTime Series Analysis | —Unverified | 0 | 0 |
| Decision-Aware Conditional GANs for Time Series Data | Sep 26, 2020 | Generative Adversarial NetworkTime Series | —Unverified | 0 | 0 |
| Deep Generative Methods for Producing Forecast Trajectories in Power Systems | Sep 26, 2023 | Decision MakingRTE | —Unverified | 0 | 0 |
| Deep Generative Modeling for Financial Time Series with Application in VaR: A Comparative Review | Jan 18, 2024 | DecoderTime Series | —Unverified | 0 | 0 |
| Diffusion-assisted Model Predictive Control Optimization for Power System Real-Time Operation | May 13, 2025 | Load ForecastingModel Predictive Control | —Unverified | 0 | 0 |
| ECG synthesis with Neural ODE and GAN models | Oct 30, 2021 | Generative Adversarial NetworkTime Series | —Unverified | 0 | 0 |
| Exploring Fungal Morphology Simulation and Dynamic Light Containment from a Graphics Generation Perspective | Sep 8, 2024 | Image SegmentationSemantic Segmentation | —Unverified | 0 | 0 |
| Federated Time Series Generation on Feature and Temporally Misaligned Data | Oct 28, 2024 | Federated LearningTime Series | —Unverified | 0 | 0 |
| Forging Time Series with Language: A Large Language Model Approach to Synthetic Data Generation | May 21, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 | 0 |