| Elucidating the Design Choice of Probability Paths in Flow Matching for Forecasting | Oct 4, 2024 | Probabilistic Time Series ForecastingTime Series | —Unverified | 0 |
| Flow Matching with Gaussian Process Priors for Probabilistic Time Series Forecasting | Oct 3, 2024 | Gaussian ProcessesProbabilistic Time Series Forecasting | —Unverified | 0 |
| Channel-aware Contrastive Conditional Diffusion for Multivariate Probabilistic Time Series Forecasting | Oct 3, 2024 | Contrastive LearningDenoising | CodeCode Available | 0 |
| System Safety Monitoring of Learned Components Using Temporal Metric Forecasting | May 21, 2024 | Autonomous DrivingProbabilistic Time Series Forecasting | —Unverified | 0 |
| VAEneu: A New Avenue for VAE Application on Probabilistic Forecasting | May 7, 2024 | Probabilistic Time Series Forecastingscoring rule | —Unverified | 0 |
| Koopman Ensembles for Probabilistic Time Series Forecasting | Mar 11, 2024 | Probabilistic Time Series ForecastingTime Series | CodeCode Available | 0 |
| MG-TSD: Multi-Granularity Time Series Diffusion Models with Guided Learning Process | Mar 9, 2024 | Probabilistic Time Series ForecastingTime Series | CodeCode Available | 2 |
| Hyperparameter Tuning MLPs for Probabilistic Time Series Forecasting | Mar 7, 2024 | Hyperparameter OptimizationProbabilistic Time Series Forecasting | CodeCode Available | 0 |
| Generative Probabilistic Time Series Forecasting and Applications in Grid Operations | Feb 21, 2024 | Decision MakingProbabilistic Time Series Forecasting | —Unverified | 0 |
| DiffPLF: A Conditional Diffusion Model for Probabilistic Forecasting of EV Charging Load | Feb 21, 2024 | DenoisingLoad Forecasting | CodeCode Available | 1 |
