Conformalized Quantile Regression

8 May 2019

Emmanuel J. Candès

Papers citing "Conformalized Quantile Regression"

43 / 43 papers shown

Title
MetaSTNet: Multimodal Meta-learning for Cellular Traffic Conformal Prediction Hui Ma Kai Yang AI4TS 207 3 0 26 May 2025
A Generic Framework for Conformal Fairness Aditya T. Vadlamani Anutam Srinivasan Pranav Maneriker Ali Payani Srinivasan Parthasarathy FaML FedML 204 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 250 0 0 24 Apr 2025
FaiREE: Fair Classification with Finite-Sample and Distribution-Free Guarantee Puheng Li James Zou Linjun Zhang FaML 286 4 0 13 Mar 2025
Improving the statistical efficiency of cross-conformal prediction Matteo Gasparin Aaditya Ramdas 226 0 0 03 Mar 2025
Conformal Prediction Sets Can Cause Disparate Impact Jesse C. Cresswell Bhargava Kumar Yi Sui Mouloud Belbahri FaML 287 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 269 1 0 10 Feb 2025
Efficient distributional regression trees learning algorithms for calibrated non-parametric probabilistic forecasts Duchemin Quentin Obozinski Guillaume 258 0 0 07 Feb 2025
Multi-Objective Hyperparameter Selection via Hypothesis Testing on Reliability Graphs Amirmohammad Farzaneh Osvaldo Simeone 283 0 0 22 Jan 2025
Transductive Conformal Inference for Ranking Jean-Baptiste Fermanian Pierre Humbert Gilles Blanchard 167 0 0 20 Jan 2025
Robust Conformal Prediction Using Privileged Information Shai Feldman Yaniv Romano OOD 312 3 0 10 Jan 2025
Conformal Thresholded Intervals for Efficient Regression Rui Luo Zhixin Zhou 236 5 0 03 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 245 0 0 03 Jan 2025
Conformalized Interval Arithmetic with Symmetric Calibration Rui Luo Zhixin Zhou 256 4 0 03 Jan 2025
Semiparametric conformal prediction Ji Won Park Robert Tibshirani Kyunghyun Cho 228 4 0 04 Nov 2024
Toward Conditional Distribution Calibration in Survival Prediction Shi-ang Qi Yakun Yu Russell Greiner 205 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 224 4 0 11 Oct 2024
Conformal Prediction: A Data Perspective Xiaofan Zhou Baiting Chen Yu Gui Lu Cheng 579 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 228 1 0 30 Sep 2024
Formal Verification and Control with Conformal Prediction Lars Lindemann Yiqi Zhao Xinyi Yu George J. Pappas Jyotirmoy Deshmukh 368 16 0 31 Aug 2024
Can Transformers Do Enumerative Geometry? Baran Hashemi Roderic G. Corominas Alessandro Giacchetto 247 3 0 27 Aug 2024
Adaptive Uncertainty Quantification for Generative AI Jungeum Kim Sean O'Hagan Veronika Rockova MedIm 246 3 0 16 Aug 2024
Weighted Aggregation of Conformity Scores for Classification Rui Luo Zhixin Zhou 213 10 0 14 Jul 2024
Automatically Adaptive Conformal Risk Control Vincent Blot Anastasios Nikolas Angelopoulos Michael I Jordan Nicolas Brunel AI4CE 213 2 0 25 Jun 2024
Relaxed Quantile Regression: Prediction Intervals for Asymmetric Noise T. Pouplin Alan Jeffares Nabeel Seedat Mihaela van der Schaar 238 3 0 05 Jun 2024
Confidence on the Focal: Conformal Prediction with Selection-Conditional Coverage Ying Jin Zhimei Ren 249 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 207 2 0 07 Feb 2024
Reliable Prediction Intervals with Regression Neural Networks Harris Papadopoulos H. Haralambous 193 111 0 15 Dec 2023
Uncertainty quantification in automated valuation models with spatially weighted conformal prediction Anders Hjort G. Hermansen Johan Pensar Jonathan P. Williams 235 1 0 11 Dec 2023
Calibrated and Sharp Uncertainties in Deep Learning via Density Estimation Volodymyr Kuleshov Shachi Deshpande UQCV BDL 226 34 0 14 Dec 2021
Conformal calibrators V. Vovk Ivan Petej Paolo Toccaceli A. Gammerman 23 26 0 18 Feb 2019
Single-Model Uncertainties for Deep Learning Natasa Tagasovska David Lopez-Paz UQCV BDL 95 25 0 02 Nov 2018
High-Quality Prediction Intervals for Deep Learning: A Distribution-Free, Ensembled Approach Tim Pearce Mohamed H. Zaki Alexandra Brintrup A. Neely UQCV 53 276 0 20 Feb 2018
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 487 5,748 0 05 Dec 2016
Trimmed Conformal Prediction for High-Dimensional Models Wenyu Chen Zhaokai Wang Wooseok Ha Rina Foygel Barber 23 14 0 29 Nov 2016
Distribution-Free Predictive Inference For Regression Jing Lei M. G'Sell Alessandro Rinaldo Robert Tibshirani Larry A. Wasserman 198 832 0 14 Apr 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 470 9,233 0 06 Jun 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 813 149,474 0 22 Dec 2014
Regression Conformal Prediction with Nearest Neighbours Harris Papadopoulos V. Vovk A. Gammerman 123 183 0 16 Jan 2014
Cross-conformal predictors V. Vovk 314 200 0 03 Aug 2012
Estimating conditional quantiles with the help of the pinball loss Ingo Steinwart A. Christmann 72 240 0 10 Feb 2011
On-line predictive linear regression V. Vovk I. Nouretdinov A. Gammerman 123 100 0 17 Jun 2009
Quantile and Probability Curves Without Crossing Victor Chernozhukov Iván Fernández-Val Alfred Galichon 324 517 0 27 Apr 2007