| Conditional Sig-Wasserstein GANs for Time Series Generation | Jun 9, 2020 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| EEG-GAN: Generative adversarial networks for electroencephalograhic (EEG) brain signals | Jun 5, 2018 | Data AugmentationEEG | CodeCode Available | 1 |
| How to Unlock Time Series Editing? Diffusion-Driven Approach with Multi-Grained Control | Jun 5, 2025 | DenoisingTime Series | —Unverified | 0 |
| Trajectory Generator Matching for Time Series | May 29, 2025 | Time SeriesTime Series Generation | —Unverified | 0 |
| Forging Time Series with Language: A Large Language Model Approach to Synthetic Data Generation | May 21, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| MSDformer: Multi-scale Discrete Transformer For Time Series Generation | May 20, 2025 | Model OptimizationTime Series | —Unverified | 0 |
| Challenges and Limitations in the Synthetic Generation of mHealth Sensor Data | May 20, 2025 | Data AugmentationSynthetic Data Generation | —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 |
| Time series forecasting for multidimensional telemetry data using GAN and BiLSTM in a Digital Twin | Jan 14, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| TimeDP: Learning to Generate Multi-Domain Time Series with Domain Prompts | Jan 9, 2025 | Data AugmentationTime Series | —Unverified | 0 |
| AVATAR: Adversarial Autoencoders with Autoregressive Refinement for Time Series Generation | Jan 3, 2025 | Data AugmentationTime Series | CodeCode Available | 0 |
| LeMoLE: LLM-Enhanced Mixture of Linear Experts for Time Series Forecasting | Nov 24, 2024 | Computational EfficiencyNatural Language Understanding | —Unverified | 0 |
| PATH: A Discrete-sequence Dataset for Evaluating Online Unsupervised Anomaly Detection Approaches for Multivariate Time Series | Nov 21, 2024 | Anomaly DetectionBenchmarking | CodeCode Available | 0 |
| IMUDiffusion: A Diffusion Model for Multivariate Time Series Synthetisation for Inertial Motion Capturing Systems | Nov 5, 2024 | DiversityTime Series | —Unverified | 0 |
| Federated Time Series Generation on Feature and Temporally Misaligned Data | Oct 28, 2024 | Federated LearningTime Series | —Unverified | 0 |
| Constrained Posterior Sampling: Time Series Generation with Hard Constraints | Oct 16, 2024 | DenoisingTime Series | —Unverified | 0 |
| 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 |