Testing for Outliers with Conformal p-values

16 April 2021

Emmanuel Candès

Papers citing "Testing for Outliers with Conformal p-values"

39 / 39 papers shown

Title
WATCH: Adaptive Monitoring for AI Deployments via Weighted-Conformal Martingales Drew Prinster Xing Han Anqi Liu S. Saria 30 0 0 07 May 2025
Context-Aware Online Conformal Anomaly Detection with Prediction-Powered Data Acquisition Amirmohammad Farzaneh Osvaldo Simeone 35 0 0 03 May 2025
Multivariate Conformal Selection Tian Bai Yue Zhao Xiang Yu Archer Y. Yang BDL 186 0 0 01 May 2025
Multivariate Conformal Prediction using Optimal Transport Michal Klein Louis Béthune Eugène Ndiaye Marco Cuturi OT 64 3 0 05 Feb 2025
Conformalized Interval Arithmetic with Symmetric Calibration Rui Luo Zhixin Zhou 75 4 0 03 Jan 2025
Powerful batch conformal prediction for classification Ulysse Gazin Ruth Heller Étienne Roquain Aldo Solari 38 0 0 04 Nov 2024
Adaptive inference with random ellipsoids through Conformal Conditional Linear Expectation Iain Henderson Adrien Mazoyer Fabrice Gamboa 37 4 0 27 Sep 2024
Asymptotics for conformal inference Ulysse Gazin 28 1 0 18 Sep 2024
Causal Responder Detection Tzviel Frostig Oshri Machluf Amitay Kamber Elad Berkman Raviv Pryluk CML 26 1 0 25 Jun 2024
Confidence on the Focal: Conformal Prediction with Selection-Conditional Coverage Ying Jin Zhimei Ren 43 7 0 06 Mar 2024
Conformal Prediction for Deep Classifier via Label Ranking Jianguo Huang Huajun Xi Linjun Zhang Huaxiu Yao Yue Qiu Hongxin Wei 39 21 0 10 Oct 2023
Adaptive conformal classification with noisy labels Matteo Sesia Y. X. R. Wang Xin Tong 24 13 0 10 Sep 2023
Conformal prediction under ambiguous ground truth David Stutz Abhijit Guha Roy Tatiana Matejovicova Patricia Strachan A. Cemgil Arnaud Doucet 31 16 0 18 Jul 2023
Model-free selective inference under covariate shift via weighted conformal p-values Ying Jin Emmanuel J. Candès 31 15 0 18 Jul 2023
Detecting Errors in a Numerical Response via any Regression Model Hang Zhou Jonas W. Mueller Mayank Kumar Jane-ling Wang Jing-Sheng Lei 31 0 0 26 May 2023
Post-selection Inference for Conformal Prediction: Trading off Coverage for Precision Siddhaarth Sarkar Arun K. Kuchibhotla 26 4 0 12 Apr 2023
Design-based conformal prediction J. Wieczorek 11 2 0 02 Mar 2023
Conformal inference is (almost) free for neural networks trained with early stopping Zi-Chen Liang Yan Zhou Matteo Sesia BDL 18 11 0 27 Jan 2023
Conformal Frequency Estimation using Discrete Sketched Data with Coverage for Distinct Queries Matteo Sesia Stefano Favaro Yan Sun 17 8 0 09 Nov 2022
Integrative conformal p-values for powerful out-of-distribution testing with labeled outliers Zi-Chen Liang Matteo Sesia Wenguang Sun OODD 25 20 0 23 Aug 2022
Recommendation Systems with Distribution-Free Reliability Guarantees Anastasios Nikolas Angelopoulos K. Krauth Stephen Bates Yixin Wang Michael I. Jordan 43 12 0 04 Jul 2022
Multiple Testing Framework for Out-of-Distribution Detection A. Magesh V. Veeravalli Anirban Roy Susmit Jha OODD 39 5 0 20 Jun 2022
Training Uncertainty-Aware Classifiers with Conformalized Deep Learning Bat-Sheva Einbinder Yaniv Romano Matteo Sesia Yanfei Zhou UQCV 23 49 0 12 May 2022
Stable Conformal Prediction Sets Eugène Ndiaye 35 20 0 19 Dec 2021
Learn then Test: Calibrating Predictive Algorithms to Achieve Risk Control Anastasios Nikolas Angelopoulos Stephen Bates Emmanuel J. Candès Michael I. Jordan Lihua Lei 102 125 0 03 Oct 2021
Test for non-negligible adverse shifts Vathy M. Kamulete 15 3 0 07 Jul 2021
Semi-supervised multiple testing D. Mary Étienne Roquain 18 14 0 25 Jun 2021
Conformal Anomaly Detection on Spatio-Temporal Observations with Missing Data Chen Xu Yao Xie 26 20 0 25 May 2021
Root-finding Approaches for Computing Conformal Prediction Set Eugène Ndiaye Ichiro Takeuchi 23 10 0 14 Apr 2021
A statistical framework for efficient out of distribution detection in deep neural networks Matan Haroush Tzviel Frostig R. Heller Daniel Soudry OODD 25 37 0 25 Feb 2021
Distribution-Free, Risk-Controlling Prediction Sets Stephen Bates Anastasios Nikolas Angelopoulos Lihua Lei Jitendra Malik Michael I. Jordan OOD 187 186 0 07 Jan 2021
Real-time Out-of-distribution Detection in Learning-Enabled Cyber-Physical Systems Feiyang Cai X. Koutsoukos OODD 121 73 0 28 Jan 2020
PAC Confidence Sets for Deep Neural Networks via Calibrated Prediction Sangdon Park Osbert Bastani Nikolai Matni Insup Lee UQCV 139 68 0 31 Dec 2019
Conditional predictive inference for stable algorithms Lukas Steinberger Hannes Leeb 26 12 0 05 Sep 2018
Conformal k-NN Anomaly Detector for Univariate Data Streams Vladislav Ishimtsev Ivan Nazarov A. Bernstein Evgeny Burnaev AI4TS 121 51 0 11 Jun 2017
Revisiting Classifier Two-Sample Tests David Lopez-Paz Maxime Oquab 78 390 0 20 Oct 2016
Combining p-values via averaging V. Vovk Ruodu Wang FedML 65 206 0 20 Dec 2012
Cross-conformal predictors V. Vovk 131 198 0 03 Aug 2012
Generalizing Simes' test and Hochberg's stepup procedure S. Sarkar 87 53 0 13 Mar 2008