| PCF-GAN: generating sequential data via the characteristic function of measures on the path space | May 21, 2023 | Time SeriesTime Series Generation | CodeCode Available | 1 |
| Population Aware Diffusion for Time Series Generation | Jan 1, 2025 | Time SeriesTime Series Generation | CodeCode Available | 1 |
| Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling | Nov 21, 2023 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Time Series Generation with Masked Autoencoder | Jan 14, 2022 | Data AugmentationDecoder | CodeCode Available | 1 |
| Time-Transformer: Integrating Local and Global Features for Better Time Series Generation | Dec 18, 2023 | Data AugmentationDecoder | CodeCode Available | 1 |
| Deep Latent State Space Models for Time-Series Generation | Dec 24, 2022 | State Space ModelsTime Series | CodeCode Available | 1 |
| Monte Carlo Simulation of SDEs using GANs | Apr 3, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Diffusion-assisted Model Predictive Control Optimization for Power System Real-Time Operation | May 13, 2025 | Load ForecastingModel Predictive Control | —Unverified | 0 |
| Challenges and Limitations in the Synthetic Generation of mHealth Sensor Data | May 20, 2025 | Data AugmentationSynthetic Data Generation | —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 |