Conformalized Quantile Regression

8 May 2019

Emmanuel J. Candès

Papers citing "Conformalized Quantile Regression"

32 / 32 papers shown

Title
MetaSTNet: Multimodal Meta-learning for Cellular Traffic Conformal Prediction Hui Ma Kai Yang AI4TS 199 3 0 26 May 2025
A Generic Framework for Conformal Fairness Aditya T. Vadlamani Anutam Srinivasan Pranav Maneriker Ali Payani Srinivasan Parthasarathy FaML FedML 195 1 0 22 May 2025
Data-Driven Calibration of Prediction Sets in Large Vision-Language Models Based on Inductive Conformal Prediction Yuanchang Ye Weiyan Wen VLM 242 0 0 24 Apr 2025
FaiREE: Fair Classification with Finite-Sample and Distribution-Free Guarantee Puheng Li James Zou Linjun Zhang FaML 278 4 0 13 Mar 2025
Improving the statistical efficiency of cross-conformal prediction Matteo Gasparin Aaditya Ramdas 218 0 0 03 Mar 2025
Conformal Prediction Sets Can Cause Disparate Impact Jesse C. Cresswell Bhargava Kumar Yi Sui Mouloud Belbahri FaML 277 1 0 17 Feb 2025
Epistemic Uncertainty in Conformal Scores: A Unified Approach Luben M. C. Cabezas Vagner S. Santos Thiago Rodrigo Ramos Rafael Izbicki 254 1 0 10 Feb 2025
Efficient distributional regression trees learning algorithms for calibrated non-parametric probabilistic forecasts Duchemin Quentin Obozinski Guillaume 247 0 0 07 Feb 2025
Multi-Objective Hyperparameter Selection via Hypothesis Testing on Reliability Graphs Amirmohammad Farzaneh Osvaldo Simeone 266 0 0 22 Jan 2025
Transductive Conformal Inference for Ranking Jean-Baptiste Fermanian Pierre Humbert Gilles Blanchard 162 0 0 20 Jan 2025
Robust Conformal Prediction Using Privileged Information Shai Feldman Yaniv Romano OOD 304 3 0 10 Jan 2025
Implementing Trust in Non-Small Cell Lung Cancer Diagnosis with a Conformalized Uncertainty-Aware AI Framework in Whole-Slide Images Xiaoge Zhang Tao Wang Chao Yan Fedaa Najdawi Kai Zhou Yuan Ma Yiu-ming Cheung Bradley Malin MedIm 234 0 0 03 Jan 2025
Conformalized Interval Arithmetic with Symmetric Calibration Rui Luo Zhixin Zhou 248 4 0 03 Jan 2025
Conformal Thresholded Intervals for Efficient Regression Rui Luo Zhixin Zhou 228 5 0 03 Jan 2025
Semiparametric conformal prediction Ji Won Park Robert Tibshirani Kyunghyun Cho 220 4 0 04 Nov 2024
Toward Conditional Distribution Calibration in Survival Prediction Shi-ang Qi Yakun Yu Russell Greiner 197 0 0 27 Oct 2024
Conformalized Interactive Imitation Learning: Handling Expert Shift and Intermittent Feedback Michelle Zhao Reid G. Simmons H. Admoni Aaditya Ramdas Andrea Bajcsy 211 4 0 11 Oct 2024
Conformal Prediction: A Data Perspective Xiaofan Zhou Baiting Chen Yu Gui Lu Cheng 559 4 0 09 Oct 2024
What If We Had Used a Different App? Reliable Counterfactual KPI Analysis in Wireless Systems Qiushuo Hou Sangwoo Park Matteo Zecchin Yunlong Cai Guanding Yu Osvaldo Simeone 217 1 0 30 Sep 2024
Formal Verification and Control with Conformal Prediction Lars Lindemann Yiqi Zhao Xinyi Yu George J. Pappas Jyotirmoy Deshmukh 351 16 0 31 Aug 2024
Can Transformers Do Enumerative Geometry? Baran Hashemi Roderic G. Corominas Alessandro Giacchetto 233 3 0 27 Aug 2024
Adaptive Uncertainty Quantification for Generative AI Jungeum Kim Sean O'Hagan Veronika Rockova MedIm 236 3 0 16 Aug 2024
Weighted Aggregation of Conformity Scores for Classification Rui Luo Zhixin Zhou 205 10 0 14 Jul 2024
Automatically Adaptive Conformal Risk Control Vincent Blot Anastasios Nikolas Angelopoulos Michael I Jordan Nicolas Brunel AI4CE 205 2 0 25 Jun 2024
Relaxed Quantile Regression: Prediction Intervals for Asymmetric Noise T. Pouplin Alan Jeffares Nabeel Seedat Mihaela van der Schaar 230 3 0 05 Jun 2024
Confidence on the Focal: Conformal Prediction with Selection-Conditional Coverage Ying Jin Zhimei Ren 238 7 0 06 Mar 2024
Conformal Convolution and Monte Carlo Meta-learners for Predictive Inference of Individual Treatment Effects Jef Jonkers Jarne Verhaeghe Glenn Van Wallendael Luc Duchateau Sofie Van Hoecke 196 2 0 07 Feb 2024
Reliable Prediction Intervals with Regression Neural Networks Harris Papadopoulos H. Haralambous 185 111 0 15 Dec 2023
Uncertainty quantification in automated valuation models with spatially weighted conformal prediction Anders Hjort G. Hermansen Johan Pensar Jonathan P. Williams 224 1 0 11 Dec 2023
Calibrated and Sharp Uncertainties in Deep Learning via Density Estimation Volodymyr Kuleshov Shachi Deshpande UQCV BDL 218 34 0 14 Dec 2021
Cross-conformal predictors V. Vovk 306 200 0 03 Aug 2012
Quantile and Probability Curves Without Crossing Victor Chernozhukov Iván Fernández-Val Alfred Galichon 316 517 0 27 Apr 2007