| AutoGluon-TimeSeries: AutoML for Probabilistic Time Series Forecasting | Aug 10, 2023 | AutoMLPhilosophy | CodeCode Available | 6 | 5 |
| Probabilistic Forecasting with Temporal Convolutional Neural Network | Jun 11, 2019 | Multivariate Time Series ForecastingProbabilistic Time Series Forecasting | CodeCode Available | 3 | 5 |
| Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting | Oct 12, 2023 | DecoderProbabilistic Time Series Forecasting | CodeCode Available | 3 | 5 |
| Multivariate Probabilistic Time Series Forecasting via Conditioned Normalizing Flows | Feb 14, 2020 | Decision MakingMultivariate Time Series Forecasting | CodeCode Available | 2 | 5 |
| Autoregressive Denoising Diffusion Models for Multivariate Probabilistic Time Series Forecasting | Jan 28, 2021 | Multivariate Time Series ForecastingProbabilistic Time Series Forecasting | CodeCode Available | 2 | 5 |
| Non-stationary Diffusion For Probabilistic Time Series Forecasting | May 7, 2025 | DenoisingProbabilistic Time Series Forecasting | CodeCode Available | 2 | 5 |
| MG-TSD: Multi-Granularity Time Series Diffusion Models with Guided Learning Process | Mar 9, 2024 | Probabilistic Time Series ForecastingTime Series | CodeCode Available | 2 | 5 |
| DeepAR: Probabilistic Forecasting with Autoregressive Recurrent Networks | Apr 13, 2017 | Multivariate Time Series ForecastingProbabilistic Time Series Forecasting | CodeCode Available | 2 | 5 |
| Short-Term Density Forecasting of Low-Voltage Load using Bernstein-Polynomial Normalizing Flows | Apr 29, 2022 | Decision MakingLoad Forecasting | CodeCode Available | 2 | 5 |
| Probabilistic Time Series Forecasting with Implicit Quantile Networks | Jul 8, 2021 | Probabilistic Time Series ForecastingTime Series | 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 |
| Predict, Refine, Synthesize: Self-Guiding Diffusion Models for Probabilistic Time Series Forecasting | Jul 21, 2023 | ImputationProbabilistic Time Series Forecasting | CodeCode Available | 2 | 5 |
| 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 | 5 |
| ScoreGrad: Multivariate Probabilistic Time Series Forecasting with Continuous Energy-based Generative Models | Jun 18, 2021 | Probabilistic Time Series ForecastingTime Series | CodeCode Available | 1 | 5 |
| Mamba time series forecasting with uncertainty quantification | Mar 13, 2025 | MambaProbabilistic Time Series Forecasting | CodeCode Available | 1 | 5 |
| DiffPLF: A Conditional Diffusion Model for Probabilistic Forecasting of EV Charging Load | Feb 21, 2024 | DenoisingLoad Forecasting | CodeCode Available | 1 | 5 |
| Robust Probabilistic Time Series Forecasting | Feb 24, 2022 | Decision MakingProbabilistic Time Series Forecasting | CodeCode Available | 1 | 5 |
| AA-Forecast: Anomaly-Aware Forecast for Extreme Events | Aug 21, 2022 | Anomaly ForecastingMultivariate Time Series Forecasting | CodeCode Available | 1 | 5 |
| Ensemble Conformalized Quantile Regression for Probabilistic Time Series Forecasting | Feb 17, 2022 | Conformal PredictionPrediction Intervals | CodeCode Available | 1 | 5 |
| K^2VAE: A Koopman-Kalman Enhanced Variational AutoEncoder for Probabilistic Time Series Forecasting | May 29, 2025 | Decision MakingProbabilistic Time Series Forecasting | CodeCode Available | 1 | 5 |
| Probabilistic Time Series Forecasting with Shape and Temporal Diversity | Dec 1, 2020 | DiversityPoint Processes | CodeCode Available | 1 | 5 |
| Probabilistic Time Series Forecasting with Structured Shape and Temporal Diversity | Oct 14, 2020 | DiversityPoint Processes | CodeCode Available | 1 | 5 |
| Multivariate Probabilistic Time Series Forecasting with Correlated Errors | Feb 1, 2024 | Computational EfficiencyProbabilistic 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 |
| Temporal Convolutional Attention Neural Networks for Time Series Forecasting | Sep 23, 2021 | Multivariate Time Series ForecastingProbabilistic Time Series Forecasting | CodeCode Available | 1 | 5 |
| Deep and Confident Prediction for Time Series at Uber | Sep 6, 2017 | Anomaly DetectionPrediction | 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 |
| Parameter Efficient Deep Probabilistic Forecasting | Dec 6, 2021 | Probabilistic Time Series ForecastingTime Series | CodeCode Available | 1 | 5 |
| Hyperparameter Tuning MLPs for Probabilistic Time Series Forecasting | Mar 7, 2024 | Hyperparameter OptimizationProbabilistic Time Series Forecasting | CodeCode Available | 0 | 5 |
| Better Batch for Deep Probabilistic Time Series Forecasting | May 26, 2023 | Decision MakingProbabilistic Time Series Forecasting | CodeCode Available | 0 | 5 |
| Channel-aware Contrastive Conditional Diffusion for Multivariate Probabilistic Time Series Forecasting | Oct 3, 2024 | Contrastive LearningDenoising | CodeCode Available | 0 | 5 |
| Deep Optimal Timing Strategies for Time Series | Oct 9, 2023 | Probabilistic Time Series ForecastingTime Series | CodeCode Available | 0 | 5 |
| Deep State Space Models for Time Series Forecasting | Dec 1, 2018 | Deep LearningProbabilistic Time Series Forecasting | CodeCode Available | 0 | 5 |
| If You Like It, GAN It. Probabilistic Multivariate Times Series Forecast With GAN | May 3, 2020 | Multivariate Time Series ForecastingProbabilistic Time Series Forecasting | CodeCode Available | 0 | 5 |
| Koopman Ensembles for Probabilistic Time Series Forecasting | Mar 11, 2024 | Probabilistic Time Series ForecastingTime Series | CodeCode Available | 0 | 5 |
| Probabilistic Forecasting of Sensory Data with Generative Adversarial Networks - ForGAN | Mar 29, 2019 | Generative Adversarial NetworkProbabilistic Time Series Forecasting | CodeCode Available | 0 | 5 |
| Residential Load Forecasting: An Online-Offline Deep Kernel Learning Method | Jul 28, 2023 | Load ForecastingProbabilistic Time Series Forecasting | CodeCode Available | 0 | 5 |
| Learning to Forget: Bayesian Time Series Forecasting using Recurrent Sparse Spectrum Signature Gaussian Processes | Dec 27, 2024 | Gaussian ProcessesGPU | —Unverified | 0 | 0 |
| MVG-CRPS: A Robust Loss Function for Multivariate Probabilistic Forecasting | Oct 11, 2024 | Probabilistic Time Series Forecastingscoring rule | —Unverified | 0 | 0 |
| Non-parametric Probabilistic Time Series Forecasting via Innovations Representation | Jun 5, 2023 | Decision MakingDecoder | —Unverified | 0 | 0 |
| Learning Interpretable Deep State Space Model for Probabilistic Time Series Forecasting | Jan 31, 2021 | Decision MakingManagement | —Unverified | 0 | 0 |
| Effective Probabilistic Time Series Forecasting with Fourier Adaptive Noise-Separated Diffusion | May 16, 2025 | Computational EfficiencyDenoising | —Unverified | 0 | 0 |
| Hidden Markov Model: Tutorial | Dec 10, 2019 | Action RecognitionBayesian Inference | —Unverified | 0 | 0 |
| VQ-AR: Vector Quantized Autoregressive Probabilistic Time Series Forecasting | May 31, 2022 | Decision MakingInductive Bias | —Unverified | 0 | 0 |
| Generative Probabilistic Time Series Forecasting and Applications in Grid Operations | Feb 21, 2024 | Decision MakingProbabilistic Time Series Forecasting | —Unverified | 0 | 0 |
| Probabilistic QoS Metric Forecasting in Delay-Tolerant Networks Using Conditional Diffusion Models on Latent Dynamics | Apr 9, 2025 | Multivariate Time Series ForecastingProbabilistic Time Series Forecasting | —Unverified | 0 | 0 |
| Probabilistic Time Series Forecasting for Adaptive Monitoring in Edge Computing Environments | Nov 24, 2022 | Autonomous DrivingEdge-computing | —Unverified | 0 | 0 |
| Probabilistic Time Series Forecasting of Residential Loads -- A Copula Approach | Apr 30, 2025 | Density EstimationProbabilistic Time Series Forecasting | —Unverified | 0 | 0 |
| Flow Matching with Gaussian Process Priors for Probabilistic Time Series Forecasting | Oct 3, 2024 | Gaussian ProcessesProbabilistic Time Series Forecasting | —Unverified | 0 | 0 |
| Fixing the Pitfalls of Probabilistic Time-Series Forecasting Evaluation by Kernel Quadrature | Mar 8, 2025 | Probabilistic Time Series ForecastingTime Series | —Unverified | 0 | 0 |
