| Predict, Refine, Synthesize: Self-Guiding Diffusion Models for Probabilistic Time Series Forecasting | Jul 21, 2023 | ImputationProbabilistic Time Series Forecasting | CodeCode Available | 2 | 5 |
| Fin-GAN: forecasting and classifying financial time series via generative adversarial networks | Jan 31, 2024 | Generative Adversarial NetworkProbabilistic Time Series Forecasting | CodeCode Available | 2 | 5 |
| Multivariate Probabilistic Time Series Forecasting with Correlated Errors | Feb 1, 2024 | Computational EfficiencyProbabilistic Time Series Forecasting | CodeCode Available | 1 | 5 |
| CAMul: Calibrated and Accurate Multi-view Time-Series Forecasting | Sep 15, 2021 | Decision MakingProbabilistic Time Series Forecasting | CodeCode Available | 1 | 5 |
| Adversarial Sparse Transformer for Time Series Forecasting | Dec 1, 2020 | Multivariate Time Series ForecastingPrediction | CodeCode Available | 1 | 5 |
| Parameter Efficient Deep Probabilistic Forecasting | Dec 6, 2021 | Probabilistic Time Series ForecastingTime Series | CodeCode Available | 1 | 5 |
| Deep and Confident Prediction for Time Series at Uber | Sep 6, 2017 | Anomaly DetectionPrediction | CodeCode Available | 1 | 5 |
| Ensemble Conformalized Quantile Regression for Probabilistic Time Series Forecasting | Feb 17, 2022 | Conformal PredictionPrediction Intervals | CodeCode Available | 1 | 5 |
| AA-Forecast: Anomaly-Aware Forecast for Extreme Events | Aug 21, 2022 | Anomaly ForecastingMultivariate Time Series Forecasting | CodeCode Available | 1 | 5 |
| Mamba time series forecasting with uncertainty quantification | Mar 13, 2025 | MambaProbabilistic Time Series Forecasting | CodeCode Available | 1 | 5 |