| Time-series Generation by Contrastive Imitation | Nov 2, 2023 | Time SeriesTime Series Generation | —Unverified | 0 |
| Generative Modeling of Regular and Irregular Time Series Data via Koopman VAEs | Oct 4, 2023 | Irregular Time SeriesTime Series | CodeCode Available | 1 |
| Deep Generative Methods for Producing Forecast Trajectories in Power Systems | Sep 26, 2023 | Decision MakingRTE | —Unverified | 0 |
| TSGBench: Time Series Generation Benchmark | Sep 7, 2023 | Anomaly DetectionData Augmentation | CodeCode Available | 1 |
| On the Constrained Time-Series Generation Problem | Jul 4, 2023 | counterfactualTime Series | —Unverified | 0 |
| Non-adversarial training of Neural SDEs with signature kernel scores | May 25, 2023 | Irregular Time SeriesTime Series Generation | CodeCode Available | 1 |
| 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 |
| From Private to Public: Benchmarking GANs in the Context of Private Time Series Classification | Mar 28, 2023 | BenchmarkingPrivacy Preserving | —Unverified | 0 |
| Vector Quantized Time Series Generation with a Bidirectional Prior Model | Mar 8, 2023 | Image GenerationQuantization | CodeCode Available | 1 |
| Regular Time-series Generation using SGM | Jan 20, 2023 | DenoisingDiversity | —Unverified | 0 |
| Causal Recurrent Variational Autoencoder for Medical Time Series Generation | Jan 16, 2023 | Causal InferenceDecoder | CodeCode Available | 1 |
| Neural SDEs for Conditional Time Series Generation and the Signature-Wasserstein-1 metric | Jan 3, 2023 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Deep Latent State Space Models for Time-Series Generation | Dec 24, 2022 | State Space ModelsTime Series | CodeCode Available | 1 |
| Transformer-based conditional generative adversarial network for multivariate time series generation | Oct 5, 2022 | Data AugmentationGenerative Adversarial Network | CodeCode Available | 1 |
| StyleTime: Style Transfer for Synthetic Time Series Generation | Sep 22, 2022 | Data AugmentationStyle Transfer | —Unverified | 0 |
| Time-series Transformer Generative Adversarial Networks | May 23, 2022 | Question AnsweringTime Series | CodeCode Available | 3 |
| Multi-Label Clinical Time-Series Generation via Conditional GAN | Apr 10, 2022 | Representation LearningTime Series | CodeCode Available | 1 |
| Time Series Generation with Masked Autoencoder | Jan 14, 2022 | Data AugmentationDecoder | CodeCode Available | 1 |
| Data augmentation through multivariate scenario forecasting in Data Centers using Generative Adversarial Networks | Jan 12, 2022 | Data AugmentationTime Series | CodeCode Available | 0 |
| Leveraging Image-based Generative Adversarial Networks for Time Series Generation | Dec 15, 2021 | DisentanglementTime Series | —Unverified | 0 |
| TimeVAE: A Variational Auto-Encoder for Multivariate Time Series Generation | Nov 15, 2021 | Synthetic Data GenerationTime Series | CodeCode Available | 1 |
| Sig-Wasserstein GANs for Time Series Generation | Nov 1, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| ECG synthesis with Neural ODE and GAN models | Oct 30, 2021 | Generative Adversarial NetworkTime Series | —Unverified | 0 |
| Quantum Quantile Mechanics: Solving Stochastic Differential Equations for Generating Time-Series | Aug 6, 2021 | Financial AnalysisTime Series | —Unverified | 0 |
| Towards Synthetic Multivariate Time Series Generation for Flare Forecasting | May 16, 2021 | Generative Adversarial NetworkSynthetic Data Generation | —Unverified | 0 |
