Unveil Sources of Uncertainty: Feature Contribution to Conformal Prediction Intervals

Unveil Sources of Uncertainty: Feature Contribution to Conformal Prediction Intervals

19 May 2025

Marouane Il Idrissi

Agathe Fernandes Machado

Arthur Charpentier

Papers citing "Unveil Sources of Uncertainty: Feature Contribution to Conformal Prediction Intervals"

11 / 11 papers shown

Title
Navigating the Maze of Explainable AI: A Systematic Approach to Evaluating Methods and Metrics Lukas Klein Carsten T. Lüth U. Schlegel Till J. Bungert Mennatallah El-Assady Paul F. Jäger XAI ELM 190 6 0 03 Jan 2025
Identifying Drivers of Predictive Aleatoric Uncertainty Pascal Iversen Simon Witzke Katharina Baum Bernhard Y. Renard UD 120 2 0 12 Dec 2023
RKHS-SHAP: Shapley Values for Kernel Methods Siu Lun Chau Robert Hu Javier I. González Dino Sejdinovic FAtt 52 20 0 18 Oct 2021
FastSHAP: Real-Time Shapley Value Estimation N. Jethani Mukund Sudarshan Ian Covert Su-In Lee Rajesh Ranganath TDI FAtt 96 131 0 15 Jul 2021
Explaining by Removing: A Unified Framework for Model Explanation Ian Covert Scott M. Lundberg Su-In Lee FAtt 94 248 0 21 Nov 2020
Getting a CLUE: A Method for Explaining Uncertainty Estimates Javier Antorán Umang Bhatt T. Adel Adrian Weller José Miguel Hernández-Lobato UQCV BDL 82 116 0 11 Jun 2020
Explainable Artificial Intelligence (XAI): Concepts, Taxonomies, Opportunities and Challenges toward Responsible AI Alejandro Barredo Arrieta Natalia Díaz Rodríguez Javier Del Ser Adrien Bennetot Siham Tabik ... S. Gil-Lopez Daniel Molina Richard Benjamins Raja Chatila Francisco Herrera XAI 116 6,266 0 22 Oct 2019
A Unified Approach to Interpreting Model Predictions Scott M. Lundberg Su-In Lee FAtt 1.1K 21,906 0 22 May 2017
Fair prediction with disparate impact: A study of bias in recidivism prediction instruments Alexandra Chouldechova FaML 300 2,110 0 24 Oct 2016
A review on global sensitivity analysis methods Bertrand Iooss Paul Lemaître 79 895 0 09 Apr 2014
A tutorial on conformal prediction Glenn Shafer V. Vovk 449 1,141 0 21 Jun 2007