| Conformal Load Prediction with Transductive Graph Autoencoders | Jun 12, 2024 | Conformal PredictionGraph Neural Network | CodeCode Available | 1 | 5 |
| Calibrated Multiple-Output Quantile Regression with Representation Learning | Oct 2, 2021 | Conformal Predictionquantile regression | CodeCode Available | 1 | 5 |
| Offline RL with No OOD Actions: In-Sample Learning via Implicit Value Regularization | Mar 28, 2023 | D4RLOffline RL | CodeCode Available | 1 | 5 |
| Modeling tail risks of inflation using unobserved component quantile regressions | Mar 5, 2021 | Bayesian InferenceData Augmentation | CodeCode Available | 1 | 5 |
| Optimizing Hyperparameters with Conformal Quantile Regression | May 5, 2023 | Gaussian ProcessesHyperparameter Optimization | CodeCode Available | 1 | 5 |
| Censored Quantile Regression Neural Networks for Distribution-Free Survival Analysis | May 26, 2022 | quantile regressionregression | CodeCode Available | 1 | 5 |
| Fast Nonlinear Vector Quantile Regression | May 30, 2022 | GPUquantile regression | CodeCode Available | 1 | 5 |
| Neural Networks for Extreme Quantile Regression with an Application to Forecasting of Flood Risk | Aug 16, 2022 | quantile regressionregression | CodeCode Available | 1 | 5 |
| Simultaneously Reconciled Quantile Forecasting of Hierarchically Related Time Series | Feb 25, 2021 | quantile regressionTime Series | CodeCode Available | 1 | 5 |
| Batch Multivalid Conformal Prediction | Sep 30, 2022 | Conformal PredictionPrediction | CodeCode Available | 1 | 5 |
| Quantile regression with deep ReLU Networks: Estimators and minimax rates | Oct 16, 2020 | quantile regressionregression | CodeCode Available | 1 | 5 |
| Composite Quantile Regression With XGBoost Using the Novel Arctan Pinball Loss | Jun 4, 2024 | quantile regressionregression | CodeCode Available | 1 | 5 |
| Gamma and Vega Hedging Using Deep Distributional Reinforcement Learning | May 10, 2022 | Distributional Reinforcement LearningPosition | CodeCode Available | 1 | 5 |
| Ensemble Conformalized Quantile Regression for Probabilistic Time Series Forecasting | Feb 17, 2022 | Conformal PredictionPrediction Intervals | CodeCode Available | 1 | 5 |
| CRPS Learning | Feb 1, 2021 | quantile regression | CodeCode Available | 1 | 5 |
| Fair Regression: Quantitative Definitions and Reduction-based Algorithms | May 30, 2019 | AttributeFairness | CodeCode Available | 1 | 5 |
| Improving Conditional Coverage via Orthogonal Quantile Regression | Jun 1, 2021 | Prediction Intervalsquantile regression | CodeCode Available | 1 | 5 |
| Methodology for forecasting and optimization in IEEE-CIS 3rd Technical Challenge | Feb 2, 2022 | Load ForecastingMultivariate Time Series Forecasting | CodeCode Available | 1 | 5 |
| Quantifying Uncertainty in Deep Spatiotemporal Forecasting | May 25, 2021 | Decision Makingquantile regression | CodeCode Available | 1 | 5 |
| Sequential Predictive Conformal Inference for Time Series | Dec 7, 2022 | Conformal PredictionPrediction | CodeCode Available | 1 | 5 |
| Conformal Prediction with Missing Values | Jun 5, 2023 | Conformal PredictionData Augmentation | CodeCode Available | 1 | 5 |
| Deep Learning for Quantile Regression under Right Censoring: DeepQuantreg | Jul 14, 2020 | Deep Learningquantile regression | CodeCode Available | 1 | 5 |
| Engression: Extrapolation through the Lens of Distributional Regression | Jul 3, 2023 | quantile regressionregression | CodeCode Available | 1 | 5 |
| Adaptive Conformal Prediction by Reweighting Nonconformity Score | Mar 22, 2023 | Conformal PredictionPrediction | CodeCode Available | 1 | 5 |
| Conformal Prediction using Conditional Histograms | May 18, 2021 | BIG-bench Machine LearningConformal Prediction | CodeCode Available | 1 | 5 |
| Flexible Model Aggregation for Quantile Regression | Feb 26, 2021 | Econometricsmodel | CodeCode Available | 1 | 5 |
| Integrating Physics and Data-Driven Approaches: An Explainable and Uncertainty-Aware Hybrid Model for Wind Turbine Power Prediction | Feb 11, 2025 | Fault Detectionquantile regression | CodeCode Available | 1 | 5 |
| A general framework for multi-step ahead adaptive conformal heteroscedastic time series forecasting | Jul 28, 2022 | Conformal PredictionDecision Making | CodeCode Available | 1 | 5 |
| Adaptive Bounding Box Uncertainties via Two-Step Conformal Prediction | Mar 12, 2024 | Autonomous DrivingConformal Prediction | CodeCode Available | 1 | 5 |
| Beyond expectation: Deep joint mean and quantile regression for spatio-temporal problems | Aug 27, 2018 | Multi-Task Learningquantile regression | CodeCode Available | 1 | 5 |
| Distributional Reinforcement Learning with Quantile Regression | Oct 27, 2017 | Atari GamesDistributional Reinforcement Learning | CodeCode Available | 0 | 5 |
| Distributional Regression U-Nets for the Postprocessing of Precipitation Ensemble Forecasts | Jul 2, 2024 | Decision Makingquantile regression | CodeCode Available | 0 | 5 |
| Dynamic Network Quantile Regression Model | Nov 15, 2021 | modelquantile regression | CodeCode Available | 0 | 5 |
| Distributed Conformal Prediction via Message Passing | Jan 24, 2025 | Conformal PredictionPrediction | CodeCode Available | 0 | 5 |
| Differentially Private Bootstrap: New Privacy Analysis and Inference Strategies | Oct 12, 2022 | Privacy Preservingquantile regression | CodeCode Available | 0 | 5 |
| Distributed High-Dimensional Quantile Regression: Estimation Efficiency and Support Recovery | May 13, 2024 | quantile regressionregression | CodeCode Available | 0 | 5 |
| Echoes of Socratic Doubt: Embracing Uncertainty in Calibrated Evidential Reinforcement Learning | Feb 11, 2024 | Atari GamesDistributional Reinforcement Learning | CodeCode Available | 0 | 5 |
| Deep Monte Carlo Quantile Regression for Quantifying Aleatoric Uncertainty in Physics-informed Temperature Field Reconstruction | Feb 14, 2022 | Image-to-Image Regressionquantile regression | CodeCode Available | 0 | 5 |
| Deep Quantile Regression for Uncertainty Estimation in Unsupervised and Supervised Lesion Detection | Sep 20, 2021 | Anomaly DetectionLesion Detection | CodeCode Available | 0 | 5 |
| A comparison of some conformal quantile regression methods | Sep 12, 2019 | PredictionPrediction Intervals | CodeCode Available | 0 | 5 |
| Autoregressive Quantile Networks for Generative Modeling | Jun 14, 2018 | Diversityquantile regression | CodeCode Available | 0 | 5 |
| A Multi-Horizon Quantile Recurrent Forecaster | Nov 29, 2017 | quantile regressionregression | CodeCode Available | 0 | 5 |
| Differentiable Ranking and Sorting using Optimal Transport | Dec 1, 2019 | quantile regression | CodeCode Available | 0 | 5 |
| Regression modelling of spatiotemporal extreme U.S. wildfires via partially-interpretable neural networks | Aug 16, 2022 | Additive modelsComputational Efficiency | CodeCode Available | 0 | 5 |
| AlignIQL: Policy Alignment in Implicit Q-Learning through Constrained Optimization | May 28, 2024 | D4RLOffline RL | CodeCode Available | 0 | 5 |
| Conformal Quantitative Predictive Monitoring of STL Requirements for Stochastic Processes | Nov 4, 2022 | Prediction Intervalsquantile regression | CodeCode Available | 0 | 5 |
| Conformal Thresholded Intervals for Efficient Regression | Jul 19, 2024 | Conformal PredictionPrediction | CodeCode Available | 0 | 5 |
| Conformalized Fairness via Quantile Regression | Oct 5, 2022 | Conformal PredictionFairness | CodeCode Available | 0 | 5 |
| Bayesian Approaches to Shrinkage and Sparse Estimation | Dec 22, 2021 | Bayesian Inferencequantile regression | CodeCode Available | 0 | 5 |
| Conformalized High-Density Quantile Regression via Dynamic Prototypes-based Probability Density Estimation | Nov 2, 2024 | Density Estimationquantile regression | CodeCode Available | 0 | 5 |
