Nested conformal prediction and quantile out-of-bag ensemble methods

23 October 2019

Papers citing "Nested conformal prediction and quantile out-of-bag ensemble methods"

50 / 76 papers shown

Title
Conformalized Decision Risk Assessment Wenbin Zhou Agni Orfanoudaki Shixiang Zhu OffRL 19 0 0 19 May 2025
Stacked conformal prediction Paulo C. Marques F 7 0 0 18 May 2025
Extreme Conformal Prediction: Reliable Intervals for High-Impact Events Olivier C. Pasche Henry Lam Sebastian Engelke 39 0 0 13 May 2025
Computing High-dimensional Confidence Sets for Arbitrary Distributions Chao Gao Liren Shan Vaidehi Srinivas Aravindan Vijayaraghavan 53 0 0 03 Apr 2025
Conformal Prediction with Upper and Lower Bound Models Miao Li Michael Klamkin Mathieu Tanneau Reza Zandehshahvar Pascal Van Hentenryck 53 0 0 06 Mar 2025
Volume-Sorted Prediction Set: Efficient Conformal Prediction for Multi-Target Regression Rui Luo Zhixin Zhou 52 3 0 04 Mar 2025
Improving the statistical efficiency of cross-conformal prediction Matteo Gasparin Aaditya Ramdas 44 0 0 03 Mar 2025
Conformal Linguistic Calibration: Trading-off between Factuality and Specificity Zhengping Jiang Anqi Liu Benjamin Van Durme 92 1 0 26 Feb 2025
Volume Optimality in Conformal Prediction with Structured Prediction Sets Chao Gao Liren Shan Vaidehi Srinivas Aravindan Vijayaraghavan 61 1 0 23 Feb 2025
Efficient distributional regression trees learning algorithms for calibrated non-parametric probabilistic forecasts Duchemin Quentin Obozinski Guillaume 78 0 0 07 Feb 2025
Decision Theoretic Foundations for Conformal Prediction: Optimal Uncertainty Quantification for Risk-Averse Agents Shayan Kiyani George Pappas Aaron Roth Hamed Hassani 131 3 0 04 Feb 2025
Conformal Prediction in Hierarchical Classification Thomas Mortier Alireza Javanmardi Yusuf Sale Eyke Hüllermeier Willem Waegeman 61 0 0 31 Jan 2025
Robust Conformal Prediction Using Privileged Information Shai Feldman Yaniv Romano OOD 85 3 0 10 Jan 2025
Conformal Thresholded Intervals for Efficient Regression Rui Luo Zhixin Zhou 74 5 0 03 Jan 2025
Single Trajectory Conformal Prediction Brian Lee Nikolai Matni 57 2 0 03 Jun 2024
Conformal Semantic Image Segmentation: Post-hoc Quantification of Predictive Uncertainty Luca Mossina Joseba Dalmau Léo Andéol UQCV 45 13 0 16 Apr 2024
Predictive Inference in Multi-environment Scenarios John C. Duchi Suyash Gupta Kuanhao Jiang Pragya Sur 37 6 0 25 Mar 2024
Selecting informative conformal prediction sets with false coverage rate control Ulysse Gazin Ruth Heller Ariane Marandon Étienne Roquain 47 4 0 18 Mar 2024
Language Models with Conformal Factuality Guarantees Christopher Mohri Tatsunori Hashimoto HILM 53 34 0 15 Feb 2024
Bellman Conformal Inference: Calibrating Prediction Intervals For Time Series Zitong Yang Emmanuel Candès Lihua Lei AI4TS 35 8 0 07 Feb 2024
Cross-Validation Conformal Risk Control K. Cohen Sangwoo Park Osvaldo Simeone S. Shamai 44 4 0 22 Jan 2024
Conformalized Deep Splines for Optimal and Efficient Prediction Sets N. Diamant Ehsan Hajiramezanali Tommaso Biancalani Gabriele Scalia 29 3 0 01 Nov 2023
Transductive conformal inference with adaptive scores Ulysse Gazin Gilles Blanchard Étienne Roquain 26 10 0 27 Oct 2023
Conformal Predictions for Longitudinal Data Devesh Batra Salvatore Mercuri Raad Khraishi 75 1 0 04 Oct 2023
A conformal test of linear models via permutation-augmented regressions Leying Guan 8 5 0 11 Sep 2023
Probabilistically robust conformal prediction Subhankar Ghosh Yuanjie Shi Taha Belkhouja Yan Yan J. Doppa Brian Jones AAML 33 17 0 31 Jul 2023
A Comprehensive Framework for Evaluating Time to Event Predictions using the Restricted Mean Survival Time Ariane Cwiling Vittorio Perduca Olivier Bouaziz 20 6 0 28 Jun 2023
Integrating Uncertainty Awareness into Conformalized Quantile Regression Raphael Rossellini Rina Foygel Barber Rebecca Willett 36 8 0 14 Jun 2023
Conformal Prediction with Missing Values Margaux Zaffran Aymeric Dieuleveut Julie Josse Yaniv Romano 23 20 0 05 Jun 2023
Amortized Variational Inference with Coverage Guarantees Yash P. Patel Declan McNamara J. Loper Jeffrey Regier Ambuj Tewari BDL 38 4 0 23 May 2023
Principal Uncertainty Quantification with Spatial Correlation for Image Restoration Problems Omer Belhasin Yaniv Romano Daniel Freedman Ehud Rivlin Michael Elad 41 23 0 17 May 2023
Conformalized Unconditional Quantile Regression Ahmed Alaa Zeshan Hussain David Sontag 13 9 0 04 Apr 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 52 17 0 19 Mar 2023
Improved Online Conformal Prediction via Strongly Adaptive Online Learning Aadyot Bhatnagar Haiquan Wang Caiming Xiong Yu Bai AI4TS 38 48 0 15 Feb 2023
Derandomized Novelty Detection with FDR Control via Conformal E-values Meshi Bashari Amir Epstein Yaniv Romano Matteo Sesia 31 13 0 14 Feb 2023
One-Shot Federated Conformal Prediction Pierre Humbert B. L. Bars A. Bellet Sylvain Arlot FedML 37 16 0 13 Feb 2023
How to Trust Your Diffusion Model: A Convex Optimization Approach to Conformal Risk Control Jacopo Teneggi Matthew Tivnan J. W. Stayman Jeremias Sulam DiffM 42 28 0 07 Feb 2023
Fast Online Value-Maximizing Prediction Sets with Conformal Cost Control Zhen Lin Shubhendu Trivedi Cao Xiao Jimeng Sung 27 2 0 02 Feb 2023
Conformal Loss-Controlling Prediction Di Wang Pingping Wang Zhong Ji Xiaojun Yang Hongyue Li 42 1 0 06 Jan 2023
Sequential Predictive Conformal Inference for Time Series Chen Xu Yao Xie UQLM AI4TS 39 33 0 07 Dec 2022
Conformal Frequency Estimation using Discrete Sketched Data with Coverage for Distinct Queries Matteo Sesia Stefano Favaro Yan Sun 31 8 0 09 Nov 2022
Distribution-Free Finite-Sample Guarantees and Split Conformal Prediction Roel Hulsman 34 5 0 26 Oct 2022
Integrative conformal p-values for powerful out-of-distribution testing with labeled outliers Zi-Chen Liang Matteo Sesia Wenguang Sun OODD 33 20 0 23 Aug 2022
A novel Deep Learning approach for one-step Conformal Prediction approximation Julia A. Meister K. Nguyen S. Kapetanakis Zhiyuan Luo 26 5 0 25 Jul 2022
Improving Trustworthiness of AI Disease Severity Rating in Medical Imaging with Ordinal Conformal Prediction Sets Charles Lu Anastasios Nikolas Angelopoulos S. Pomerantz 11 30 0 05 Jul 2022
conformalInference.multi and conformalInference.fd: Twin Packages for Conformal Prediction Paolo Vergottini Matteo Fontana Jacopo Diquigiovanni Aldo Solari S. Vantini 6 1 0 29 Jun 2022
Query-Adaptive Predictive Inference with Partial Labels Maxime Cauchois John C. Duchi 16 0 0 15 Jun 2022
Conformal Off-policy Prediction Yingying Zhang C. Shi Shuang Luo OffRL 41 10 0 14 Jun 2022
A Confidence Machine for Sparse High-Order Interaction Model Diptesh Das Eugène Ndiaye Ichiro Takeuchi TPM 30 2 0 28 May 2022
Robust Flow-based Conformal Inference (FCI) with Statistical Guarantee Youhui Ye Meimei Liu Xin Xing 23 0 0 22 May 2022