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Flexible distribution-free conditional predictive bands using density estimators

12 October 2019

Papers citing "Flexible distribution-free conditional predictive bands using density estimators"

50 / 56 papers shown

Title
JAPAN: Joint Adaptive Prediction Areas with Normalising-Flows Eshant English Christoph Lippert 40 0 0 29 May 2025
Volume-Sorted Prediction Set: Efficient Conformal Prediction for Multi-Target Regression Rui Luo Zhixin Zhou 196 5 0 04 Mar 2025
Kandinsky Conformal Prediction: Beyond Class- and Covariate-Conditional Coverage Konstantina Bairaktari Jiayun Wu Zhiwei Steven Wu 99 1 0 24 Feb 2025
Volume Optimality in Conformal Prediction with Structured Prediction Sets Chao Gao Liren Shan Vaidehi Srinivas Aravindan Vijayaraghavan 115 1 0 23 Feb 2025
Epistemic Uncertainty in Conformal Scores: A Unified Approach Luben M. C. Cabezas Vagner S. Santos Thiago Rodrigo Ramos Rafael Izbicki 514 1 0 10 Feb 2025
Conformal Thresholded Intervals for Efficient Regression Rui Luo Zhixin Zhou 482 7 0 03 Jan 2025
Distribution-Free Calibration of Statistical Confidence Sets Luben M. C. Cabezas Guilherme P. Soares Thiago Rodrigo Ramos R. Stern Rafael Izbicki 142 1 0 28 Nov 2024
Toward Conditional Distribution Calibration in Survival Prediction Shi-ang Qi Yakun Yu Russell Greiner 477 0 0 27 Oct 2024
Adjusting Regression Models for Conditional Uncertainty Calibration Ruijiang Gao Mingzhang Yin James McInerney Nathan Kallus 98 0 0 26 Sep 2024
PersonalizedUS: Interpretable Breast Cancer Risk Assessment with Local Coverage Uncertainty Quantification Alek Frohlich Thiago Rodrigo Ramos Gustavo Cabello I. Buzatto Rafael Izbicki Daniel Tiezzi 166 1 0 28 Aug 2024
Weighted Aggregation of Conformity Scores for Classification Rui Luo Zhixin Zhou 447 10 0 14 Jul 2024
Length Optimization in Conformal Prediction Shayan Kiyani George Pappas Hamed Hassani 110 17 0 27 Jun 2024
Flexible Conformal Highest Predictive Conditional Density Sets Max Sampson Kung-Sik Chan 50 1 0 26 Jun 2024
Highest Probability Density Conformal Regions Max Sampson Kung-Sik Chan 55 0 0 12 Jun 2024
Adapting Prediction Sets to Distribution Shifts Without Labels Kevin Kasa Zhiyu Zhang Heng Yang Graham W. Taylor 129 2 0 03 Jun 2024
Conformal Prediction with Learned Features Shayan Kiyani George Pappas Hamed Hassani 80 11 0 26 Apr 2024
Probabilistic Calibration by Design for Neural Network Regression Victor Dheur Souhaib Ben Taieb 187 4 0 18 Mar 2024
Regression Trees for Fast and Adaptive Prediction Intervals Luben M. C. Cabezas Mateus P. Otto Rafael Izbicki R. Stern 105 4 0 12 Feb 2024
Conformalized Deep Splines for Optimal and Efficient Prediction Sets N. Diamant Ehsan Hajiramezanali Tommaso Biancalani Gabriele Scalia 75 3 0 01 Nov 2023
Probabilistically robust conformal prediction Subhankar Ghosh Yuanjie Shi Taha Belkhouja Yan Yan J. Doppa Brian Jones AAML 177 21 0 31 Jul 2023
Distribution-free inference with hierarchical data Yonghoon Lee Rina Foygel Barber Rebecca Willett 87 11 0 10 Jun 2023
On training locally adaptive CP Nicolo Colombo 195 6 0 05 Jun 2023
A Large-Scale Study of Probabilistic Calibration in Neural Network Regression Victor Dheur Souhaib Ben Taieb BDL 185 14 0 05 Jun 2023
Conformal Prediction with Missing Values Margaux Zaffran Aymeric Dieuleveut Julie Josse Yaniv Romano 195 21 0 05 Jun 2023
Adaptive Conformal Prediction by Reweighting Nonconformity Score Salim I. Amoukou Nicolas Brunel 187 15 0 22 Mar 2023
Improving Uncertainty Quantification of Deep Classifiers via Neighborhood Conformal Prediction: Novel Algorithm and Theoretical Analysis Subhankar Ghosh Taha Belkhouja Yan Yan J. Doppa UQCV 122 19 0 19 Mar 2023
Improving Adaptive Conformal Prediction Using Self-Supervised Learning Nabeel Seedat Alan Jeffares F. Imrie M. Schaar SSL 98 16 0 23 Feb 2023
Conformal Prediction for Network-Assisted Regression Robert Lunde Elizaveta Levina Ji Zhu 105 16 0 20 Feb 2023
Conformal inference is (almost) free for neural networks trained with early stopping Zi-Chen Liang Yan Zhou Matteo Sesia BDL 117 11 0 27 Jan 2023
Flexible conditional density estimation for time series Gustavo Grivol Rafael Izbicki A. A. Okuno R. Stern 23 0 0 23 Jan 2023
Conformal Frequency Estimation using Discrete Sketched Data with Coverage for Distinct Queries Matteo Sesia Stefano Favaro Yan Sun 77 8 0 09 Nov 2022
Distribution-Free Finite-Sample Guarantees and Split Conformal Prediction Roel Hulsman 74 5 0 26 Oct 2022
Predictive Inference with Feature Conformal Prediction Jiaye Teng Chuan Wen Dinghuai Zhang Yoshua Bengio Yang Gao Yang Yuan 127 27 0 01 Oct 2022
Conformal Methods for Quantifying Uncertainty in Spatiotemporal Data: A Survey S. Sun AI4CE 126 11 0 08 Sep 2022
Integrative conformal p-values for powerful out-of-distribution testing with labeled outliers Zi-Chen Liang Matteo Sesia Wenguang Sun OODD 162 21 0 23 Aug 2022
Split Localized Conformal Prediction Xing Han Ziyang Tang Joydeep Ghosh Qiang Liu 90 19 0 27 Jun 2022
Probabilistic Conformal Prediction Using Conditional Random Samples Zhendong Wang Ruijiang Gao Mingzhang Yin Mingyuan Zhou David M. Blei TPM 139 25 0 14 Jun 2022
Achieving Risk Control in Online Learning Settings Shai Feldman Liran Ringel Stephen Bates Yaniv Romano 157 30 0 18 May 2022
Conformal Frequency Estimation with Sketched Data Matteo Sesia Stefano Favaro 60 5 0 08 Apr 2022
Learn then Test: Calibrating Predictive Algorithms to Achieve Risk Control Anastasios Nikolas Angelopoulos Stephen Bates Emmanuel J. Candès Michael I. Jordan Lihua Lei 279 135 0 03 Oct 2021
Calibrated Multiple-Output Quantile Regression with Representation Learning Shai Feldman Stephen Bates Yaniv Romano 210 36 0 02 Oct 2021
Model-free Bootstrap and Conformal Prediction in Regression: Conditionality, Conjecture Testing, and Pertinent Prediction Intervals Y. Wang D. Politis 25 6 0 24 Sep 2021
A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification Anastasios Nikolas Angelopoulos Stephen Bates OOD 254 625 0 15 Jul 2021
Localized Conformal Prediction: A Generalized Inference Framework for Conformal Prediction Leying Guan 249 82 0 15 Jun 2021
Improving Conditional Coverage via Orthogonal Quantile Regression Shai Feldman Stephen Bates Yaniv Romano 111 43 0 01 Jun 2021
Conformal Prediction using Conditional Histograms Matteo Sesia Yaniv Romano 201 70 0 18 May 2021
Testing for Outliers with Conformal p-values Stephen Bates Emmanuel Candès Lihua Lei Yaniv Romano Matteo Sesia 176 144 0 16 Apr 2021
Private Prediction Sets Anastasios Nikolas Angelopoulos Stephen Bates Tijana Zrnic Michael I. Jordan 94 12 0 11 Feb 2021
Distribution-Free, Risk-Controlling Prediction Sets Stephen Bates Anastasios Nikolas Angelopoulos Lihua Lei Jitendra Malik Michael I. Jordan OOD 273 200 0 07 Jan 2021
Conformal prediction for time series Chen Xu Yao Xie AI4TS 153 37 0 18 Oct 2020