| Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling | Nov 21, 2023 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Generative Modeling of Regular and Irregular Time Series Data via Koopman VAEs | Oct 4, 2023 | Irregular Time SeriesTime Series | CodeCode Available | 1 |
| TSGBench: Time Series Generation Benchmark | Sep 7, 2023 | Anomaly DetectionData Augmentation | CodeCode Available | 1 |
| 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 |
| Vector Quantized Time Series Generation with a Bidirectional Prior Model | Mar 8, 2023 | Image GenerationQuantization | CodeCode Available | 1 |
| Causal Recurrent Variational Autoencoder for Medical Time Series Generation | Jan 16, 2023 | Causal InferenceDecoder | CodeCode Available | 1 |
| 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 |
| Multi-Label Clinical Time-Series Generation via Conditional GAN | Apr 10, 2022 | Representation LearningTime Series | CodeCode Available | 1 |
