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CD-split and HPD-split: efficient conformal regions in high dimensions

24 July 2020

Papers citing "CD-split and HPD-split: efficient conformal regions in high dimensions"

36 / 36 papers shown

Title
Model-Free Kernel Conformal Depth Measures Algorithm for Uncertainty Quantification in Regression Models in Separable Hilbert Spaces Marcos Matabuena Rahul Ghosal Pavlo Mozharovskyi Oscar Hernan Madrid Padilla J. Onnela 15 0 0 10 Jun 2025
JAPAN: Joint Adaptive Prediction Areas with Normalising-Flows Eshant English Christoph Lippert 40 0 0 29 May 2025
Multivariate Latent Recalibration for Conditional Normalizing Flows Victor Dheur Souhaib Ben Taieb BDL 148 0 0 22 May 2025
Conditional Conformal Risk Adaptation Rui Luo Zhixin Zhou MedIm 170 2 0 10 Apr 2025
Minimum Volume Conformal Sets for Multivariate Regression Sacha Braun Liviu Aolaritei Michael I. Jordan Francis Bach 130 3 0 24 Mar 2025
Volume-Sorted Prediction Set: Efficient Conformal Prediction for Multi-Target Regression Rui Luo Zhixin Zhou 196 5 0 04 Mar 2025
Volume Optimality in Conformal Prediction with Structured Prediction Sets Chao Gao Liren Shan Vaidehi Srinivas Aravindan Vijayaraghavan 115 1 0 23 Feb 2025
Rectifying Conformity Scores for Better Conditional Coverage Vincent Plassier Alexander Fishkov Victor Dheur Mohsen Guizani Souhaib Ben Taieb Maxim Panov Eric Moulines 131 2 0 22 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
Multivariate Conformal Prediction using Optimal Transport Michal Klein Louis Béthune Eugène Ndiaye Marco Cuturi OT 220 3 0 05 Feb 2025
Conformal Inference of Individual Treatment Effects Using Conditional Density Estimates Baozhen Wang Xingye Qiao 201 2 0 28 Jan 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
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
JANET: Joint Adaptive predictioN-region Estimation for Time-series Eshant English Eliot Wong-Toi Matteo Fontana Stephan Mandt Padhraic Smyth Christoph Lippert AI4TS 247 2 0 08 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
Conformal Prediction with Learned Features Shayan Kiyani George Pappas Hamed Hassani 80 11 0 26 Apr 2024
Conformal Prediction via Regression-as-Classification E. Guha Shlok Natarajan Thomas Möllenhoff Mohammad Emtiyaz Khan Eugène Ndiaye 194 11 0 12 Apr 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
Distribution-Free Conformal Joint Prediction Regions for Neural Marked Temporal Point Processes Victor Dheur T. Bosser Rafael Izbicki Souhaib Ben Taieb AI4TS 184 6 0 09 Jan 2024
Multi-Modal Conformal Prediction Regions with Simple Structures by Optimizing Convex Shape Templates Renukanandan Tumu Matthew Cleaveland Rahul Mangharam George J. Pappas Lars Lindemann 69 2 0 12 Dec 2023
Conformalized Deep Splines for Optimal and Efficient Prediction Sets N. Diamant Ehsan Hajiramezanali Tommaso Biancalani Gabriele Scalia 75 3 0 01 Nov 2023
Conformal Contextual Robust Optimization Yash Patel Sahana Rayan Ambuj Tewari 213 18 0 16 Oct 2023
Conformal Prediction with Missing Values Margaux Zaffran Aymeric Dieuleveut Julie Josse Yaniv Romano 195 21 0 05 Jun 2023
Detecting Errors in a Numerical Response via any Regression Model Hang Zhou Jonas W. Mueller Mayank Kumar Jane-ling Wang Jing-Sheng Lei 82 0 0 26 May 2023
Amortized Variational Inference with Coverage Guarantees Yash Patel Declan McNamara J. Loper Jeffrey Regier Ambuj Tewari BDL 112 0 0 23 May 2023
Flexible conditional density estimation for time series Gustavo Grivol Rafael Izbicki A. A. Okuno R. Stern 20 0 0 23 Jan 2023
Few-Shot Calibration of Set Predictors via Meta-Learned Cross-Validation-Based Conformal Prediction Sangwoo Park K. Cohen Osvaldo Simeone 106 15 0 06 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
Split Localized Conformal Prediction Xing Han Ziyang Tang Joydeep Ghosh Qiang Liu 80 19 0 27 Jun 2022
Calibrated Multiple-Output Quantile Regression with Representation Learning Shai Feldman Stephen Bates Yaniv Romano 210 36 0 02 Oct 2021
MD-split+: Practical Local Conformal Inference in High Dimensions Benjamin LeRoy David Zhao 64 7 0 07 Jul 2021
Improving Conditional Coverage via Orthogonal Quantile Regression Shai Feldman Stephen Bates Yaniv Romano 111 43 0 01 Jun 2021