quantile regression

Flexible Model Aggregation for Quantile Regression JMLR 2023 Neural Spline Search for Quantile Probabilistic Modeling AAAI 2023 Non-Asymptotic Guarantees for Robust Statistical Learning under Infinite Variance Assumption JMLR 2023 Offline RL with No OOD Actions: In-Sample Learning via Implicit Value Regularization ICLR 2023 Optimizing Hyperparameters with Conformal Quantile Regression ICML 2023 ReHLine: Regularized Composite ReLU-ReHU Loss Minimization with Linear Computation and Linear Convergence NeurIPS 2023 Robust and Agnostic Learning of Conditional Distributional Treatment Effects AISTATS 2023 Scalable Membership Inference Attacks via Quantile Regression NeurIPS 2023 Sequential Predictive Conformal Inference for Time Series ICML 2023 A Cramér Distance perspective on Quantile Regression based Distributional Reinforcement Learning AISTATS 2022 Additive Nonlinear Quantile Regression in Ultra-high Dimension JMLR 2022 Bayesian quantile and expectile optimisation UAI 2022 Capturing actionable dynamics with structured latent ordinary differential equations UAI 2022 Censored Quantile Regression Neural Networks for Distribution-Free Survival Analysis NeurIPS 2022 Communication-Constrained Distributed Quantile Regression with Optimal Statistical Guarantees JMLR 2022 Conformalized Fairness via Quantile Regression NeurIPS 2022 Deep Non-crossing Quantiles through the Partial Derivative AISTATS 2022 Distributed Learning of Conditional Quantiles in the Reproducing Kernel Hilbert Space NeurIPS 2022 EV-GAN: Simulation of extreme events with ReLU neural networks JMLR 2022 Learning Quantile Functions without Quantile Crossing for Distribution-free Time Series Forecasting AISTATS 2022 Quantile regression with ReLU Networks: Estimators and minimax rates JMLR 2022 Semantic uncertainty intervals for disentangled latent spaces NeurIPS 2022 The Nature of Temporal Difference Errors in Multi-step Distributional Reinforcement Learning NeurIPS 2022 Beyond Pinball Loss: Quantile Methods for Calibrated Uncertainty Quantification NeurIPS 2021 Conformal Prediction using Conditional Histograms NeurIPS 2021