| SeriesGAN: Time Series Generation via Adversarial and Autoregressive Learning | Oct 28, 2024 | Generative Adversarial NetworkTime Series | CodeCode Available | 1 |
| Constrained Posterior Sampling: Time Series Generation with Hard Constraints | Oct 16, 2024 | DenoisingTime Series | —Unverified | 0 |
| ChronoGAN: Supervised and Embedded Generative Adversarial Networks for Time Series Generation | Sep 21, 2024 | Time SeriesTime Series Generation | CodeCode Available | 1 |
| Exploring Fungal Morphology Simulation and Dynamic Light Containment from a Graphics Generation Perspective | Sep 8, 2024 | Image SegmentationSemantic Segmentation | —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 |
| 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 |
| Diffusion-TS: Interpretable Diffusion for General Time Series Generation | Mar 4, 2024 | Audio SynthesisDecoder | CodeCode Available | 3 |
| 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-Transformer: Integrating Local and Global Features for Better Time Series Generation | Dec 18, 2023 | Data AugmentationDecoder | CodeCode Available | 1 |
| Time Series Diffusion Method: A Denoising Diffusion Probabilistic Model for Vibration Signal Generation | Dec 13, 2023 | DenoisingFault Diagnosis | —Unverified | 0 |
| Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling | Nov 21, 2023 | Anomaly DetectionTime Series | CodeCode Available | 1 |