| Challenges and Limitations in the Synthetic Generation of mHealth Sensor Data | May 20, 2025 | Data AugmentationSynthetic Data Generation | —Unverified | 0 |
| MSDformer: Multi-scale Discrete Transformer For Time Series Generation | May 20, 2025 | Model OptimizationTime Series | —Unverified | 0 |
| Diffusion-assisted Model Predictive Control Optimization for Power System Real-Time Operation | May 13, 2025 | Load ForecastingModel Predictive Control | —Unverified | 0 |
| TarDiff: Target-Oriented Diffusion Guidance for Synthetic Electronic Health Record Time Series Generation | Apr 24, 2025 | Synthetic Data GenerationTime Series | —Unverified | 0 |
| Theoretical Foundation of Flow-Based Time Series Generation: Provable Approximation, Generalization, and Efficiency | Mar 18, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| WaveStitch: Flexible and Fast Conditional Time Series Generation with Diffusion Models | Mar 8, 2025 | DenoisingImputation | CodeCode Available | 0 |
| CoFinDiff: Controllable Financial Diffusion Model for Time Series Generation | Mar 6, 2025 | DiversitySynthetic Data Generation | —Unverified | 0 |
| BRIDGE: Bootstrapping Text to Control Time-Series Generation via Multi-Agent Iterative Optimization and Diffusion Modeling | Mar 4, 2025 | counterfactualData Augmentation | —Unverified | 0 |
| Robust time series generation via Schrödinger Bridge: a comprehensive evaluation | Mar 4, 2025 | Image GenerationTime Series | —Unverified | 0 |
| CENTS: Generating synthetic electricity consumption time series for rare and unseen scenarios | Jan 24, 2025 | Protein Structure PredictionTime Series | —Unverified | 0 |
