| A Systematic Evaluation of Generated Time Series and Their Effects in Self-Supervised Pretraining | Aug 15, 2024 | Time SeriesTime Series Generation | —Unverified | 0 |
| Leveraging Priors via Diffusion Bridge for Time Series Generation | Aug 13, 2024 | Data AugmentationTime Series | —Unverified | 0 |
| Synthetic Time Series for Anomaly Detection in Cloud Microservices | Jul 21, 2024 | Anomaly DetectionCloud Computing | —Unverified | 0 |
| AIGC for Industrial Time Series: From Deep Generative Models to Large Generative Models | Jul 16, 2024 | Time SeriesTime Series Generation | —Unverified | 0 |
| TimeLDM: Latent Diffusion Model for Unconditional Time Series Generation | Jul 5, 2024 | Autonomous DrivingData Augmentation | —Unverified | 0 |
| SigDiffusions: Score-Based Diffusion Models for Long Time Series via Log-Signature Embeddings | Jun 14, 2024 | Time SeriesTime Series Generation | CodeCode Available | 0 |
| A Survey of Transformer Enabled Time Series Synthesis | Jun 4, 2024 | State Space ModelsSurvey | —Unverified | 0 |
| High Rank Path Development: an approach of learning the filtration of stochastic processes | May 23, 2024 | Decision MakingTime Series | —Unverified | 0 |
| A Study of Posterior Stability for Time-Series Latent Diffusion | May 22, 2024 | DecoderImage Generation | —Unverified | 0 |
| Application of time-series quantum generative model to financial data | May 20, 2024 | Missing ValuesTime Series | —Unverified | 0 |
| Towards Controllable Time Series Generation | Mar 6, 2024 | Time SeriesTime Series Generation | —Unverified | 0 |
| Time Weaver: A Conditional Time Series Generation Model | Mar 5, 2024 | modelSpecificity | —Unverified | 0 |
| Time series generation for option pricing on quantum computers using tensor network | Feb 27, 2024 | Time SeriesTime Series Generation | —Unverified | 0 |
| TimEHR: Image-based Time Series Generation for Electronic Health Records | Feb 9, 2024 | Generative Adversarial NetworkMissing Values | CodeCode Available | 0 |
| Deep Generative Modeling for Financial Time Series with Application in VaR: A Comparative Review | Jan 18, 2024 | DecoderTime Series | —Unverified | 0 |
| Class Conditional Time Series Generation with Structured Noise Space GAN | Dec 20, 2023 | Time SeriesTime Series Generation | —Unverified | 0 |
| Time Series Diffusion Method: A Denoising Diffusion Probabilistic Model for Vibration Signal Generation | Dec 13, 2023 | DenoisingFault Diagnosis | —Unverified | 0 |
| Time-series Generation by Contrastive Imitation | Nov 2, 2023 | Time SeriesTime Series Generation | —Unverified | 0 |
| Deep Generative Methods for Producing Forecast Trajectories in Power Systems | Sep 26, 2023 | Decision MakingRTE | —Unverified | 0 |
| On the Constrained Time-Series Generation Problem | Jul 4, 2023 | counterfactualTime Series | —Unverified | 0 |
| From Private to Public: Benchmarking GANs in the Context of Private Time Series Classification | Mar 28, 2023 | BenchmarkingPrivacy Preserving | —Unverified | 0 |
| Regular Time-series Generation using SGM | Jan 20, 2023 | DenoisingDiversity | —Unverified | 0 |
| Neural SDEs for Conditional Time Series Generation and the Signature-Wasserstein-1 metric | Jan 3, 2023 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| StyleTime: Style Transfer for Synthetic Time Series Generation | Sep 22, 2022 | Data AugmentationStyle Transfer | —Unverified | 0 |
| Data augmentation through multivariate scenario forecasting in Data Centers using Generative Adversarial Networks | Jan 12, 2022 | Data AugmentationTime Series | CodeCode Available | 0 |