Distribution-Free Predictive Inference For Regression

14 April 2016

Papers citing "Distribution-Free Predictive Inference For Regression"

50 / 106 papers shown

Title
Extreme Conformal Prediction: Reliable Intervals for High-Impact Events Olivier C. Pasche Henry Lam Sebastian Engelke 27 0 0 13 May 2025
Leave-One-Out Stable Conformal Prediction Kiljae Lee Yuan Zhang 34 0 0 16 Apr 2025
Inferring Outcome Means of Exponential Family Distributions Estimated by Deep Neural Networks Xuran Meng Yi Li BDL 25 0 0 12 Apr 2025
FaiREE: Fair Classification with Finite-Sample and Distribution-Free Guarantee Puheng Li James Y. Zou Linjun Zhang FaML 77 4 0 13 Mar 2025
Conformal Prediction with Upper and Lower Bound Models Miao Li Michael Klamkin Mathieu Tanneau Reza Zandehshahvar Pascal Van Hentenryck 48 0 0 06 Mar 2025
Joint Registration and Conformal Prediction for Partially Observed Functional Data Fangyi Wang S. Kurtek Yuan Zhang 72 1 0 24 Feb 2025
From Uncertain to Safe: Conformal Fine-Tuning of Diffusion Models for Safe PDE Control Peiyan Hu Xiaowei Qian Wenhao Deng Rui Wang Haodong Feng ... Tao Zhang Long Wei Yue Wang Zhi-Ming Ma Tailin Wu AI4CE 111 0 0 04 Feb 2025
Conformal Prediction in Hierarchical Classification Thomas Mortier Alireza Javanmardi Yusuf Sale Eyke Hüllermeier Willem Waegeman 56 0 0 31 Jan 2025
Conformalized Answer Set Prediction for Knowledge Graph Embedding Yuqicheng Zhu Nico Potyka Jiarong Pan Bo Xiong Yunjie He Evgeny Kharlamov Steffen Staab 51 0 0 28 Jan 2025
Conformal Inference of Individual Treatment Effects Using Conditional Density Estimates Baozhen Wang Xingye Qiao 53 1 0 28 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 35 0 0 03 Jan 2025
Conformalized Interval Arithmetic with Symmetric Calibration Rui Luo Zhixin Zhou 65 4 0 03 Jan 2025
Conformal Thresholded Intervals for Efficient Regression Rui Luo Zhixin Zhou 66 5 0 03 Jan 2025
GeoConformal prediction: a model-agnostic framework of measuring the uncertainty of spatial prediction Xiayin Lou Peng Luo Liqiu Meng 87 0 0 05 Dec 2024
Conformal Prediction for Hierarchical Data Guillaume Principato Yvenn Amara-Ouali Y. Goude Bachir Hamrouche Jean-Michel Poggi Gilles Stoltz AI4TS 71 1 0 20 Nov 2024
Semiparametric conformal prediction Ji Won Park Robert Tibshirani Kyunghyun Cho 38 4 0 04 Nov 2024
Feature Responsiveness Scores: Model-Agnostic Explanations for Recourse Seung Hyun Cheon Anneke Wernerfelt Sorelle A. Friedler Berk Ustun FaML FAtt 35 0 0 29 Oct 2024
Toward Conditional Distribution Calibration in Survival Prediction Shi-ang Qi Yakun Yu Russell Greiner 21 0 0 27 Oct 2024
Conformal Prediction: A Data Perspective Xiaofan Zhou Baiting Chen Yu Gui Lu Cheng 74 2 0 09 Oct 2024
Adaptive inference with random ellipsoids through Conformal Conditional Linear Expectation Iain Henderson Adrien Mazoyer Fabrice Gamboa 30 4 0 27 Sep 2024
Formal Verification and Control with Conformal Prediction Lars Lindemann Yiqi Zhao Xinyi Yu George J. Pappas Jyotirmoy V. Deshmukh 60 14 0 31 Aug 2024
Adaptive Uncertainty Quantification for Generative AI Jungeum Kim Sean O'Hagan Veronika Rockova MedIm 38 2 0 16 Aug 2024
Valid Error Bars for Neural Weather Models using Conformal Prediction Vignesh Gopakumar Joel Oskarrson Ander Gray L. Zanisi Stanislas Pamela Daniel Giles Matt Kusner M. Deisenroth 28 0 0 20 Jun 2024
Learning Temporal Logic Predicates from Data with Statistical Guarantees Emi Soroka Rohan Sinha Sanjay Lall 30 0 0 15 Jun 2024
Valid Conformal Prediction for Dynamic GNNs Ed Davis Ian Gallagher Daniel J. Lawson Patrick Rubin-Delanchy AI4CE 32 3 0 29 May 2024
Conformal Counterfactual Inference under Hidden Confounding Zonghao Chen Ruocheng Guo Jean-François Ton Yang Liu CML OffRL 30 2 0 20 May 2024
Conformal Prediction with Learned Features Shayan Kiyani George Pappas Hamed Hassani 21 8 0 26 Apr 2024
Towards Robust Ferrous Scrap Material Classification with Deep Learning and Conformal Prediction Paulo Henrique dos Santos Valéria de Carvalho Santos Eduardo José da Silva Luz 18 0 0 19 Apr 2024
A Machine Learning-Based Error Mitigation Approach For Reliable Software Development On IBM'S Quantum Computers Asmar Muqeet Shaukat Ali T. Yue Paolo Arcaini 17 6 0 19 Apr 2024
Conformal Prediction via Regression-as-Classification E. Guha Shlok Natarajan Thomas Möllenhoff Mohammad Emtiyaz Khan Eugène Ndiaye 22 11 0 12 Apr 2024
Perceive With Confidence: Statistical Safety Assurances for Navigation with Learning-Based Perception Anushri Dixit Zhiting Mei Meghan Booker Mariko Storey-Matsutani Mariko Storey-Matsutani Allen Z. Ren Ola Shorinwa Anirudha Majumdar 29 5 0 13 Mar 2024
Confidence on the Focal: Conformal Prediction with Selection-Conditional Coverage Ying Jin Zhimei Ren 30 7 0 06 Mar 2024
Uncertainty quantification for probabilistic machine learning in earth observation using conformal prediction Geethen Singh Glenn Moncrieff Zander Venter Kerry Cawse-Nicholson Jasper Slingsby Tamara B. Robinson 26 13 0 12 Jan 2024
Variable Importance in High-Dimensional Settings Requires Grouping Ahmad Chamma Bertrand Thirion D. Engemann 29 3 0 18 Dec 2023
Uncertainty quantification in automated valuation models with spatially weighted conformal prediction Anders Hjort G. Hermansen Johan Pensar Jonathan P. Williams 32 1 0 11 Dec 2023
On the Out-of-Distribution Coverage of Combining Split Conformal Prediction and Bayesian Deep Learning Paul Scemama Ariel Kapusta 28 0 0 21 Nov 2023
Conformal prediction for frequency-severity modeling Helton Graziadei Paulo C. Marques E. Melo Rodrigo S. Targino 16 0 0 24 Jul 2023
Is novelty predictable? Clara Fannjiang Jennifer Listgarten AI4CE 15 14 0 01 Jun 2023
Adaptive Conformal Regression with Jackknife+ Rescaled Scores N. Deutschmann Mattia Rigotti María Rodríguez Martínez 21 10 0 31 May 2023
Federated Conformal Predictors for Distributed Uncertainty Quantification Charles Lu Yaodong Yu Sai Praneeth Karimireddy Michael I. Jordan Ramesh Raskar FedML 30 21 0 27 May 2023
Privacy Protectability: An Information-theoretical Approach Siping Shi Bihai Zhang Dan Wang 15 1 0 25 May 2023
Conformal Inference for Invariant Risk Minimization Wenlu Tang Zicheng Liu 19 0 0 22 May 2023
Post-selection Inference for Conformal Prediction: Trading off Coverage for Precision Siddhaarth Sarkar Arun K. Kuchibhotla 24 4 0 12 Apr 2023
Quantum Conformal Prediction for Reliable Uncertainty Quantification in Quantum Machine Learning Sangwoo Park Osvaldo Simeone 19 9 0 06 Apr 2023
Development and Evaluation of Conformal Prediction Methods for QSAR Yuting Xu Andy Liaw R. Sheridan V. Svetnik 13 2 0 03 Apr 2023
Explainable Contextual Anomaly Detection using Quantile Regression Forests Zhong Li M. Leeuwen AI4TS 37 15 0 22 Feb 2023
Team Resilience under Shock: An Empirical Analysis of GitHub Repositories during Early COVID-19 Pandemic Xuan Lu W. Ai Yixin Wang Qiaozhu Mei 6 2 0 29 Jan 2023
Conformal inference is (almost) free for neural networks trained with early stopping Zi-Chen Liang Yan Zhou Matteo Sesia BDL 16 10 0 27 Jan 2023
Conformal Prediction for Trustworthy Detection of Railway Signals Léo Andéol Thomas Fel F. D. Grancey Luca Mossina 19 5 0 26 Jan 2023
Conformal Loss-Controlling Prediction Di Wang Pingping Wang Zhong Ji Xiaojun Yang Hongyue Li 18 1 0 06 Jan 2023