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quantile regression

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TitleStatusHype
EX-DRL: Hedging Against Heavy Losses with EXtreme Distributional Reinforcement LearningCode0
Insights into the drivers and spatio-temporal trends of extreme Mediterranean wildfires with statistical deep-learningCode0
Smooth Pinball Neural Network for Probabilistic Forecasting of Wind PowerCode0
Conformalized High-Density Quantile Regression via Dynamic Prototypes-based Probability Density EstimationCode0
Conformal Quantitative Predictive Monitoring of STL Requirements for Stochastic ProcessesCode0
Extended Fiducial Inference for Individual Treatment Effects via Deep Neural NetworksCode0
Conformal Thresholded Intervals for Efficient RegressionCode0
Conservative and Risk-Aware Offline Multi-Agent Reinforcement LearningCode0
Varying-coefficients for regional quantile via KNN-based LASSO with applications to health outcome studyCode0
Fast Kernel Methods for Generic Lipschitz Losses via p-Sparsified SketchesCode0
Bayesian Approaches to Shrinkage and Sparse EstimationCode0
Conformalized Fairness via Quantile RegressionCode0
Can a single neuron learn predictive uncertainty?Code0
Integrating Uncertainty Awareness into Conformalized Quantile RegressionCode0
Modelling heterogeneous distributions with an Uncountable Mixture of Asymmetric LaplaciansCode0
Uncertainty Quantification in SVM predictionCode0
Binscatter RegressionsCode0
Optimal Adaptive Prediction Intervals for Electricity Load Forecasting in Distribution Systems via Reinforcement LearningCode0
Relaxed Quantile Regression: Prediction Intervals for Asymmetric NoiseCode0
A Multi-Horizon Quantile Recurrent ForecasterCode0
Semantic uncertainty intervals for disentangled latent spacesCode0
SEMF: Supervised Expectation-Maximization Framework for Predicting IntervalsCode0
AlignIQL: Policy Alignment in Implicit Q-Learning through Constrained OptimizationCode0
Quantile Causal DiscoveryCode0
Single-Model Uncertainties for Deep LearningCode0
Conditional Quantile Estimation for Uncertain Watch Time in Short-Video RecommendationCode0
Nested conformal prediction and quantile out-of-bag ensemble methodsCode0
Deep Monte Carlo Quantile Regression for Quantifying Aleatoric Uncertainty in Physics-informed Temperature Field ReconstructionCode0
Quantile deep learning models for multi-step ahead time series predictionCode0
Censored Quantile Regression ForestsCode0
Deep Quantile Regression for Uncertainty Estimation in Unsupervised and Supervised Lesion DetectionCode0
Beyond Ensemble Averages: Leveraging Climate Model Ensembles for Subseasonal ForecastingCode0
Generalized Distribution Prediction for Asset ReturnsCode0
Regression modelling of spatiotemporal extreme U.S. wildfires via partially-interpretable neural networksCode0
Generalized Random ForestsCode0
Differentially Private Bootstrap: New Privacy Analysis and Inference StrategiesCode0
Towards a Unified Analysis of Kernel-based Methods Under Covariate ShiftCode0
Distributed Conformal Prediction via Message PassingCode0
Distributed High-Dimensional Quantile Regression: Estimation Efficiency and Support RecoveryCode0
Uncertainty Quantification of the Virial Black Hole Mass with Conformal PredictionCode0
Adaptive Conditional Quantile Neural ProcessesCode0
Hard Shape-Constrained Kernel MachinesCode0
Distributional Regression U-Nets for the Postprocessing of Precipitation Ensemble ForecastsCode0
Quantile Regression for Distributional Reward Models in RLHFCode0
Distributional Reinforcement Learning with Quantile RegressionCode0
Vector Quantile Regression on ManifoldsCode0
Simulation-Based Inference with Quantile RegressionCode0
Explainable Contextual Anomaly Detection using Quantile Regression ForestsCode0
Non-parametric Models for Non-negative FunctionsCode0
Distinguishing Cause from Effect Using Quantiles: Bivariate Quantile Causal DiscoveryCode0
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