Classification with Valid and Adaptive Coverage

3 June 2020

Emmanuel J. Candès

Papers citing "Classification with Valid and Adaptive Coverage"

35 / 85 papers shown

Title
Improved Online Conformal Prediction via Strongly Adaptive Online Learning Aadyot Bhatnagar Haiquan Wang Caiming Xiong Yu Bai AI4TS 33 47 0 15 Feb 2023
Fortuna: A Library for Uncertainty Quantification in Deep Learning Gianluca Detommaso Alberto Gasparin Michele Donini Matthias Seeger A. Wilson Cédric Archambeau UQCV BDL 39 14 0 08 Feb 2023
Conformal inference is (almost) free for neural networks trained with early stopping Zi-Chen Liang Yan Zhou Matteo Sesia BDL 20 11 0 27 Jan 2023
Calibrating AI Models for Wireless Communications via Conformal Prediction K. Cohen Sangwoo Park Osvaldo Simeone S. Shamai 32 6 0 15 Dec 2022
Sequential Predictive Conformal Inference for Time Series Chen Xu Yao Xie UQLM AI4TS 39 33 0 07 Dec 2022
On the effectiveness of partial variance reduction in federated learning with heterogeneous data Bo-wen Li Mikkel N. Schmidt T. S. Alstrøm Sebastian U. Stich FedML 37 9 0 05 Dec 2022
Distribution Free Prediction Sets for Node Classification J. Clarkson AI4CE 48 24 0 26 Nov 2022
Conformal Frequency Estimation using Discrete Sketched Data with Coverage for Distinct Queries Matteo Sesia Stefano Favaro Yan Sun 25 8 0 09 Nov 2022
Distribution-Free Finite-Sample Guarantees and Split Conformal Prediction Roel Hulsman 29 5 0 26 Oct 2022
Conformal Methods for Quantifying Uncertainty in Spatiotemporal Data: A Survey S. Sun AI4CE 43 10 0 08 Sep 2022
Integrative conformal p-values for powerful out-of-distribution testing with labeled outliers Zi-Chen Liang Matteo Sesia Wenguang Sun OODD 28 20 0 23 Aug 2022
Conformal Risk Control Anastasios Nikolas Angelopoulos Stephen Bates Adam Fisch Lihua Lei Tal Schuster 40 127 0 04 Aug 2022
MAPIE: an open-source library for distribution-free uncertainty quantification V. Taquet Vincent Blot Thomas Morzadec L. Lacombe Nicolas Brunel UQCV 31 17 0 25 Jul 2022
Semantic uncertainty intervals for disentangled latent spaces S. Sankaranarayanan Anastasios Nikolas Angelopoulos Stephen Bates Yaniv Romano Phillip Isola UQCV 45 21 0 20 Jul 2022
Probabilistic Conformal Prediction Using Conditional Random Samples Zhendong Wang Ruijiang Gao Mingzhang Yin Mingyuan Zhou David M. Blei TPM 42 23 0 14 Jun 2022
Robust Flow-based Conformal Inference (FCI) with Statistical Guarantee Youhui Ye Meimei Liu Xin Xing 23 0 0 22 May 2022
Training Uncertainty-Aware Classifiers with Conformalized Deep Learning Bat-Sheva Einbinder Yaniv Romano Matteo Sesia Yanfei Zhou UQCV 34 49 0 12 May 2022
On the Utility of Prediction Sets in Human-AI Teams Varun Babbar Umang Bhatt Adrian Weller 28 31 0 03 May 2022
Raman Spectrum Matching with Contrastive Representation Learning Bo-wen Li Mikkel N. Schmidt T. S. Alstrøm 31 10 0 25 Feb 2022
Image-to-Image Regression with Distribution-Free Uncertainty Quantification and Applications in Imaging Anastasios Nikolas Angelopoulos Amit Kohli Stephen Bates Michael I. Jordan Jitendra Malik T. Alshaabi S. Upadhyayula Yaniv Romano UQCV OOD 19 94 0 10 Feb 2022
Approximating Full Conformal Prediction at Scale via Influence Functions Javier Abad Umang Bhatt Adrian Weller Giovanni Cherubin 34 10 0 02 Feb 2022
Calibrated and Sharp Uncertainties in Deep Learning via Density Estimation Volodymyr Kuleshov Shachi Deshpande UQCV BDL 38 34 0 14 Dec 2021
Learning Optimal Conformal Classifiers David Stutz Krishnamurthy Dvijotham Dvijotham A. Cemgil Arnaud Doucet 35 80 0 18 Oct 2021
Tracking the risk of a deployed model and detecting harmful distribution shifts Aleksandr Podkopaev Aaditya Ramdas 34 22 0 12 Oct 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
Fair Conformal Predictors for Applications in Medical Imaging Charles Lu A. Lemay Ken Chang K. Hoebel Jayashree Kalpathy-Cramer MedIm 22 67 0 09 Sep 2021
Conformal Anomaly Detection on Spatio-Temporal Observations with Missing Data Chen Xu Yao Xie 29 20 0 25 May 2021
T-SCI: A Two-Stage Conformal Inference Algorithm with Guaranteed Coverage for Cox-MLP Jiaye Teng Zeren Tan Yang Yuan 32 13 0 08 Mar 2021
Distribution-free uncertainty quantification for classification under label shift Aleksandr Podkopaev Aaditya Ramdas UQCV 22 86 0 04 Mar 2021
Private Prediction Sets Anastasios Nikolas Angelopoulos Stephen Bates Tijana Zrnic Michael I. Jordan 24 12 0 11 Feb 2021
Uncertainty Sets for Image Classifiers using Conformal Prediction Anastasios Nikolas Angelopoulos Stephen Bates Jitendra Malik Michael I. Jordan UQCV 42 317 0 29 Sep 2020
CD-split and HPD-split: efficient conformal regions in high dimensions Rafael Izbicki Gilson T. Shimizu R. Stern 9 49 0 24 Jul 2020
Making learning more transparent using conformalized performance prediction Matthew J. Holland FedML 9 10 0 09 Jul 2020
Conformal Inference of Counterfactuals and Individual Treatment Effects Lihua Lei Emmanuel J. Candès CML 21 190 0 11 Jun 2020
Exchangeability, Conformal Prediction, and Rank Tests Arun K. Kuchibhotla 32 48 0 13 May 2020