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Papers
Adaptive Bounding Box Uncertainties via Two-Step Conformal Prediction
ECCV 2024
Conditional Outcome Equivalence: A Quantile Alternative to CATE
NeurIPS 2024
Deep Nonparametric Quantile Regression under Covariate Shift
JMLR 2024
Distributed High-Dimensional Quantile Regression: Estimation Efficiency and Support Recovery
ICML 2024
Finite Smoothing Algorithm for High-Dimensional Support Vector Machines and Quantile Regression
ICML 2024
Integrating Uncertainty Awareness into Conformalized Quantile Regression
AISTATS 2024
Membership Inference Attacks on Diffusion Models via Quantile Regression
ICML 2024
Nonparametric Estimation of Non-Crossing Quantile Regression Process with Deep ReQU Neural Networks
JMLR 2024
Optimal Kernel Quantile Learning with Random Features
ICML 2024
Order of Magnitude Speedups for LLM Membership Inference
EMNLP 2024
Quantile-Regression-Ensemble: A Deep Learning Algorithm for Downscaling Extreme Precipitation
AAAI 2024
Relaxed Quantile Regression: Prediction Intervals for Asymmetric Noise
ICML 2024
Risk-Conditioned Reinforcement Learning: A Generalized Approach for Adapting to Varying Risk Measures
AAAI 2024
Simulation-Based Inference with Quantile Regression
ICML 2024
Value-Distributional Model-Based Reinforcement Learning
JMLR 2024
Vector Quantile Regression on Manifolds
AISTATS 2024
Adaptive Conditional Quantile Neural Processes
UAI 2023
Batch Multivalid Conformal Prediction
ICLR 2023
Calibrated Multiple-Output Quantile Regression with Representation Learning
JMLR 2023
Confidence Intervals and Hypothesis Testing for High-dimensional Quantile Regression: Convolution Smoothing and Debiasing
JMLR 2023
Conformalized Unconditional Quantile Regression
AISTATS 2023
Conformal Prediction for Federated Uncertainty Quantification Under Label Shift
ICML 2023
Conformal Prediction with Missing Values
ICML 2023
Differentially Private Stochastic Convex Optimization under a Quantile Loss Function
ICML 2023
Fast Expectation Propagation for Heteroscedastic, Lasso-Penalized, and Quantile Regression
JMLR 2023