| AutoGluon-TimeSeries: AutoML for Probabilistic Time Series Forecasting | Aug 10, 2023 | AutoMLPhilosophy | CodeCode Available | 6 |
| Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting | Oct 12, 2023 | DecoderProbabilistic Time Series Forecasting | CodeCode Available | 3 |
| Probabilistic Forecasting with Temporal Convolutional Neural Network | Jun 11, 2019 | Multivariate Time Series ForecastingProbabilistic Time Series Forecasting | CodeCode Available | 3 |
| Probabilistic Time Series Forecasting with Implicit Quantile Networks | Jul 8, 2021 | Probabilistic Time Series ForecastingTime Series | CodeCode Available | 2 |
| Predict, Refine, Synthesize: Self-Guiding Diffusion Models for Probabilistic Time Series Forecasting | Jul 21, 2023 | ImputationProbabilistic Time Series Forecasting | CodeCode Available | 2 |
| Fin-GAN: forecasting and classifying financial time series via generative adversarial networks | Jan 31, 2024 | Generative Adversarial NetworkProbabilistic Time Series Forecasting | CodeCode Available | 2 |
| Short-Term Density Forecasting of Low-Voltage Load using Bernstein-Polynomial Normalizing Flows | Apr 29, 2022 | Decision MakingLoad Forecasting | CodeCode Available | 2 |
| MG-TSD: Multi-Granularity Time Series Diffusion Models with Guided Learning Process | Mar 9, 2024 | Probabilistic Time Series ForecastingTime Series | CodeCode Available | 2 |
| DeepAR: Probabilistic Forecasting with Autoregressive Recurrent Networks | Apr 13, 2017 | Multivariate Time Series ForecastingProbabilistic Time Series Forecasting | CodeCode Available | 2 |
| Autoregressive Denoising Diffusion Models for Multivariate Probabilistic Time Series Forecasting | Jan 28, 2021 | Multivariate Time Series ForecastingProbabilistic Time Series Forecasting | CodeCode Available | 2 |
| Non-stationary Diffusion For Probabilistic Time Series Forecasting | May 7, 2025 | DenoisingProbabilistic Time Series Forecasting | CodeCode Available | 2 |
| Multivariate Probabilistic Time Series Forecasting via Conditioned Normalizing Flows | Feb 14, 2020 | Decision MakingMultivariate Time Series Forecasting | CodeCode Available | 2 |
| Probabilistic Time Series Forecasting with Structured Shape and Temporal Diversity | Oct 14, 2020 | DiversityPoint Processes | CodeCode Available | 1 |
| CAMul: Calibrated and Accurate Multi-view Time-Series Forecasting | Sep 15, 2021 | Decision MakingProbabilistic Time Series Forecasting | CodeCode Available | 1 |
| Probabilistic Time Series Forecasting with Shape and Temporal Diversity | Dec 1, 2020 | DiversityPoint Processes | CodeCode Available | 1 |
| Adversarial Sparse Transformer for Time Series Forecasting | Dec 1, 2020 | Multivariate Time Series ForecastingPrediction | CodeCode Available | 1 |
| Parameter Efficient Deep Probabilistic Forecasting | Dec 6, 2021 | Probabilistic Time Series ForecastingTime Series | CodeCode Available | 1 |
| MG-TSD: Multi-Granularity Time Series Diffusion Models with Guided Learning Process Download PDF | Jan 15, 2024 | Probabilistic Time Series ForecastingTime Series | CodeCode Available | 1 |
| Deep and Confident Prediction for Time Series at Uber | Sep 6, 2017 | Anomaly DetectionPrediction | CodeCode Available | 1 |
| Multivariate Probabilistic Time Series Forecasting with Correlated Errors | Feb 1, 2024 | Computational EfficiencyProbabilistic Time Series Forecasting | CodeCode Available | 1 |
| Ensemble Conformalized Quantile Regression for Probabilistic Time Series Forecasting | Feb 17, 2022 | Conformal PredictionPrediction Intervals | CodeCode Available | 1 |
| AA-Forecast: Anomaly-Aware Forecast for Extreme Events | Aug 21, 2022 | Anomaly ForecastingMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Mamba time series forecasting with uncertainty quantification | Mar 13, 2025 | MambaProbabilistic Time Series Forecasting | CodeCode Available | 1 |
| DiffPLF: A Conditional Diffusion Model for Probabilistic Forecasting of EV Charging Load | Feb 21, 2024 | DenoisingLoad Forecasting | CodeCode Available | 1 |
| K^2VAE: A Koopman-Kalman Enhanced Variational AutoEncoder for Probabilistic Time Series Forecasting | May 29, 2025 | Decision MakingProbabilistic Time Series Forecasting | CodeCode Available | 1 |
