| 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 |
| Conformal Load Prediction with Transductive Graph Autoencoders | Jun 12, 2024 | Conformal PredictionGraph Neural Network | CodeCode Available | 1 |
| Composite Quantile Regression With XGBoost Using the Novel Arctan Pinball Loss | Jun 4, 2024 | quantile regressionregression | CodeCode Available | 1 |
| Adaptive Bounding Box Uncertainties via Two-Step Conformal Prediction | Mar 12, 2024 | Autonomous DrivingConformal Prediction | CodeCode Available | 1 |
| Engression: Extrapolation through the Lens of Distributional Regression | Jul 3, 2023 | quantile regressionregression | CodeCode Available | 1 |
| Conformal Prediction with Missing Values | Jun 5, 2023 | Conformal PredictionData Augmentation | CodeCode Available | 1 |
| Optimizing Hyperparameters with Conformal Quantile Regression | May 5, 2023 | Gaussian ProcessesHyperparameter Optimization | CodeCode Available | 1 |
| Offline RL with No OOD Actions: In-Sample Learning via Implicit Value Regularization | Mar 28, 2023 | D4RLOffline RL | CodeCode Available | 1 |
| Adaptive Conformal Prediction by Reweighting Nonconformity Score | Mar 22, 2023 | Conformal PredictionPrediction | CodeCode Available | 1 |
| Sequential Predictive Conformal Inference for Time Series | Dec 7, 2022 | Conformal PredictionPrediction | CodeCode Available | 1 |
| Batch Multivalid Conformal Prediction | Sep 30, 2022 | Conformal PredictionPrediction | CodeCode Available | 1 |
| Neural Networks for Extreme Quantile Regression with an Application to Forecasting of Flood Risk | Aug 16, 2022 | quantile regressionregression | CodeCode Available | 1 |
| A general framework for multi-step ahead adaptive conformal heteroscedastic time series forecasting | Jul 28, 2022 | Conformal PredictionDecision Making | CodeCode Available | 1 |
| Fast Nonlinear Vector Quantile Regression | May 30, 2022 | GPUquantile regression | CodeCode Available | 1 |
| Censored Quantile Regression Neural Networks for Distribution-Free Survival Analysis | May 26, 2022 | quantile regressionregression | CodeCode Available | 1 |
| Gamma and Vega Hedging Using Deep Distributional Reinforcement Learning | May 10, 2022 | Distributional Reinforcement LearningPosition | CodeCode Available | 1 |
| Ensemble Conformalized Quantile Regression for Probabilistic Time Series Forecasting | Feb 17, 2022 | Conformal PredictionPrediction Intervals | CodeCode Available | 1 |
| Methodology for forecasting and optimization in IEEE-CIS 3rd Technical Challenge | Feb 2, 2022 | Load ForecastingMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Calibrated Multiple-Output Quantile Regression with Representation Learning | Oct 2, 2021 | Conformal Predictionquantile regression | CodeCode Available | 1 |
| Improving Conditional Coverage via Orthogonal Quantile Regression | Jun 1, 2021 | Prediction Intervalsquantile regression | CodeCode Available | 1 |
| Quantifying Uncertainty in Deep Spatiotemporal Forecasting | May 25, 2021 | Decision Makingquantile regression | CodeCode Available | 1 |
| Conformal Prediction using Conditional Histograms | May 18, 2021 | BIG-bench Machine LearningConformal Prediction | CodeCode Available | 1 |
| Modeling tail risks of inflation using unobserved component quantile regressions | Mar 5, 2021 | Bayesian InferenceData Augmentation | CodeCode Available | 1 |
| Flexible Model Aggregation for Quantile Regression | Feb 26, 2021 | Econometricsmodel | CodeCode Available | 1 |
| Simultaneously Reconciled Quantile Forecasting of Hierarchically Related Time Series | Feb 25, 2021 | quantile regressionTime Series | CodeCode Available | 1 |
| CRPS Learning | Feb 1, 2021 | quantile regression | CodeCode Available | 1 |
| Quantile regression with deep ReLU Networks: Estimators and minimax rates | Oct 16, 2020 | quantile regressionregression | CodeCode Available | 1 |
| Deep Learning for Quantile Regression under Right Censoring: DeepQuantreg | Jul 14, 2020 | Deep Learningquantile regression | CodeCode Available | 1 |
| Fair Regression: Quantitative Definitions and Reduction-based Algorithms | May 30, 2019 | AttributeFairness | CodeCode Available | 1 |
| Beyond expectation: Deep joint mean and quantile regression for spatio-temporal problems | Aug 27, 2018 | Multi-Task Learningquantile regression | CodeCode Available | 1 |
| 2048: Reinforcement Learning in a Delayed Reward Environment | Jul 7, 2025 | quantile regressionreinforcement-learning | —Unverified | 0 |
| Enhancing One-run Privacy Auditing with Quantile Regression-Based Membership Inference | Jun 18, 2025 | Computational Efficiencyimage-classification | —Unverified | 0 |
| Conditional Generative Modeling for Enhanced Credit Risk Management in Supply Chain Finance | Jun 18, 2025 | Managementquantile regression | —Unverified | 0 |
| Safety-Aware Reinforcement Learning for Control via Risk-Sensitive Action-Value Iteration and Quantile Regression | Jun 8, 2025 | quantile regressionReinforcement Learning (RL) | —Unverified | 0 |
| Membership Inference Attacks for Unseen Classes | Jun 6, 2025 | quantile regressionregression | —Unverified | 0 |
| Scalable quantile predictions of peak loads for non-residential customer segments | May 26, 2025 | quantile regression | —Unverified | 0 |
| Uncertainty Quantification in SVM prediction | May 21, 2025 | feature selectionPrediction | CodeCode Available | 0 |
| Behind the Noise: Conformal Quantile Regression Reveals Emergent Representations | May 13, 2025 | DenoisingExperimental Design | —Unverified | 0 |
| Extreme Conformal Prediction: Reliable Intervals for High-Impact Events | May 13, 2025 | Conformal PredictionPrediction | —Unverified | 0 |
| Who's at Risk? Effects of Inflation on Unemployment Risk | May 9, 2025 | quantile regression | —Unverified | 0 |
| Likelihood-Free Adaptive Bayesian Inference via Nonparametric Distribution Matching | May 7, 2025 | Bayesian InferenceDensity Estimation | —Unverified | 0 |
| Learning Survival Distributions with the Asymmetric Laplace Distribution | May 6, 2025 | quantile regressionSurvival Analysis | —Unverified | 0 |
| Extended Fiducial Inference for Individual Treatment Effects via Deep Neural Networks | May 4, 2025 | quantile regression | CodeCode Available | 0 |
| Dynamic Discrete-Continuous Choice Models: Identification and Conditional Choice Probability Estimation | Apr 23, 2025 | quantile regression | —Unverified | 0 |
| Deep Distributional Learning with Non-crossing Quantile Network | Apr 11, 2025 | Distributional Reinforcement Learningquantile regression | —Unverified | 0 |
| A Piecewise Lyapunov Analysis of Sub-quadratic SGD: Applications to Robust and Quantile Regression | Apr 11, 2025 | quantile regressionregression | —Unverified | 0 |
| Offline and Distributional Reinforcement Learning for Wireless Communications | Apr 4, 2025 | Distributional Reinforcement LearningManagement | —Unverified | 0 |
| Multi-stage model predictive control for slug flow crystallizers using uncertainty-aware surrogate models | Mar 28, 2025 | Model Predictive Controlquantile regression | —Unverified | 0 |
| Enhanced Route Planning with Calibrated Uncertainty Set | Mar 13, 2025 | Conformal PredictionDecision Making | —Unverified | 0 |
| Efficient Membership Inference Attacks by Bayesian Neural Network | Mar 10, 2025 | Bayesian InferenceInference Attack | —Unverified | 0 |