| Adversarial Sparse Transformer for Time Series Forecasting | Dec 1, 2020 | Multivariate Time Series ForecastingPrediction | CodeCode Available | 1 |
| Probabilistic Time Series Forecasting with Structured Shape and Temporal Diversity | Oct 14, 2020 | DiversityPoint Processes | CodeCode Available | 1 |
| Deep and Confident Prediction for Time Series at Uber | Sep 6, 2017 | Anomaly DetectionPrediction | CodeCode Available | 1 |
| End-to-End Probabilistic Framework for Learning with Hard Constraints | Jun 8, 2025 | Probabilistic Time Series Forecastingscoring rule | —Unverified | 0 |
| Effective Probabilistic Time Series Forecasting with Fourier Adaptive Noise-Separated Diffusion | May 16, 2025 | Computational EfficiencyDenoising | —Unverified | 0 |
| Probabilistic Time Series Forecasting of Residential Loads -- A Copula Approach | Apr 30, 2025 | Density EstimationProbabilistic Time Series Forecasting | —Unverified | 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 |
| Fixing the Pitfalls of Probabilistic Time-Series Forecasting Evaluation by Kernel Quadrature | Mar 8, 2025 | Probabilistic Time Series ForecastingTime Series | —Unverified | 0 |
| Learning to Forget: Bayesian Time Series Forecasting using Recurrent Sparse Spectrum Signature Gaussian Processes | Dec 27, 2024 | Gaussian ProcessesGPU | —Unverified | 0 |
| MVG-CRPS: A Robust Loss Function for Multivariate Probabilistic Forecasting | Oct 11, 2024 | Probabilistic Time Series Forecastingscoring rule | —Unverified | 0 |
| 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 |
| 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 |
| Deep Optimal Timing Strategies for Time Series | Oct 9, 2023 | Probabilistic Time Series ForecastingTime Series | CodeCode Available | 0 |
| Residential Load Forecasting: An Online-Offline Deep Kernel Learning Method | Jul 28, 2023 | Load ForecastingProbabilistic Time Series Forecasting | CodeCode Available | 0 |
| Non-parametric Probabilistic Time Series Forecasting via Innovations Representation | Jun 5, 2023 | Decision MakingDecoder | —Unverified | 0 |
| Better Batch for Deep Probabilistic Time Series Forecasting | May 26, 2023 | Decision MakingProbabilistic Time Series Forecasting | CodeCode Available | 0 |
| pTSE: A Multi-model Ensemble Method for Probabilistic Time Series Forecasting | May 16, 2023 | Probabilistic Time Series ForecastingTime Series | —Unverified | 0 |
| DANLIP: Deep Autoregressive Networks for Locally Interpretable Probabilistic Forecasting | Jan 5, 2023 | Probabilistic Time Series ForecastingTime Series | —Unverified | 0 |
| Probabilistic Time Series Forecasting for Adaptive Monitoring in Edge Computing Environments | Nov 24, 2022 | Autonomous DrivingEdge-computing | —Unverified | 0 |
