With Malice Towards None: Assessing Uncertainty via Equalized Coverage

15 August 2019

Emmanuel J. Candès

Papers citing "With Malice Towards None: Assessing Uncertainty via Equalized Coverage"

50 / 53 papers shown

Title
CP $^2$ : Leveraging Geometry for Conformal Prediction via CanonicalizationConference on Uncertainty in Artificial Intelligence (UAI), 2025 P. A. V. D. Linden Alexander Timans Erik J. Bekkers 151 1 0 19 Jun 2025
Conditional Conformal Risk Adaptation Rui Luo Zhixin Zhou MedIm 304 2 0 10 Apr 2025
Conformal Prediction and MLLM aided Uncertainty Quantification in Scene Graph GenerationComputer Vision and Pattern Recognition (CVPR), 2025 Sayak Nag Udita Ghosh Sarosij Bose Calvin-Khang Ta Jiachen Li Amit K. Roy-Chowdhury 436 0 0 18 Mar 2025
Kandinsky Conformal Prediction: Beyond Class- and Covariate-Conditional Coverage Konstantina Bairaktari Jiayun Wu Zhiwei Steven Wu 383 3 0 24 Feb 2025
Conformal Prediction Sets Can Cause Disparate ImpactInternational Conference on Learning Representations (ICLR), 2024 Jesse C. Cresswell Bhargava Kumar Yi Sui Mouloud Belbahri FaML 834 8 0 17 Feb 2025
Generalized Venn and Venn-Abers Calibration with Applications in Conformal Prediction L. Laan Ahmed Alaa 367 3 0 08 Feb 2025
Conformalized Interval Arithmetic with Symmetric CalibrationAAAI Conference on Artificial Intelligence (AAAI), 2024 Rui Luo Zhixin Zhou 597 9 0 03 Jan 2025
Semi-Supervised Risk Control via Prediction-Powered InferenceIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024 Bat-Sheva Einbinder Liran Ringel Yaniv Romano 327 8 0 15 Dec 2024
Powerful batch conformal prediction for classificationInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2024 Ulysse Gazin Ruth Heller Étienne Roquain Aldo Solari 328 4 0 04 Nov 2024
Fast Calibrated Explanations: Efficient and Uncertainty-Aware Explanations for Machine Learning Models Tuwe Löfström Fatima Rabia Yapicioglu Alessandra Stramiglio Helena Lofstrom Fabio Vitali FAtt LRM 203 1 0 28 Oct 2024
Conditional Prediction ROC Bands for Graph Classification Yujia Wu Bo Yang Elynn Chen Yuzhou Chen Zheshi Zheng UQCV 160 3 0 20 Oct 2024
Ensured: Explanations for Decreasing the Epistemic Uncertainty in Predictions Helena Lofstrom Tuwe Löfström Johan Hallberg Szabadvary 142 1 0 07 Oct 2024
Adjusting Regression Models for Conditional Uncertainty CalibrationMachine-mediated learning (ML), 2024 Ruijiang Gao Mingzhang Yin James McInerney Nathan Kallus 226 0 0 26 Sep 2024
Conformal Prediction for Natural Language Processing: A SurveyTransactions of the Association for Computational Linguistics (TACL), 2024 Margarida M. Campos António Farinhas Chrysoula Zerva Mário A. T. Figueiredo André F. T. Martins AI4CE 358 36 0 03 May 2024
Adaptive Bounding Box Uncertainties via Two-Step Conformal PredictionEuropean Conference on Computer Vision (ECCV), 2024 Alexander Timans C. Straehle K. Sakmann Eric T. Nalisnick 174 18 0 12 Mar 2024
End-to-end Conditional Robust OptimizationConference on Uncertainty in Artificial Intelligence (UAI), 2024 A. Chenreddy Erick Delage 230 14 0 07 Mar 2024
Equal Opportunity of Coverage in Fair RegressionNeural Information Processing Systems (NeurIPS), 2023 Fangxin Wang Lu Cheng Ruocheng Guo Kay Liu Philip S. Yu 351 18 0 03 Nov 2023
Adaptive conformal classification with noisy labels Matteo Sesia Y. X. R. Wang Xin Tong 399 17 0 10 Sep 2023
Group-Conditional Conformal Prediction via Quantile Regression Calibration for Crop and Weed Classification P. Melki Lionel Bombrun Boubacar Diallo Jérôme Dias Jean-Pierre da Costa 240 8 0 29 Aug 2023
Is this model reliable for everyone? Testing for strong calibrationInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2023 Jean Feng Alexej Gossmann Romain Pirracchio N. Petrick Gene Pennello B. Sahiner 151 6 0 28 Jul 2023
Class-Conditional Conformal Prediction with Many ClassesNeural Information Processing Systems (NeurIPS), 2023 Tiffany Ding Anastasios Nikolas Angelopoulos Stephen Bates Sai Li Robert Tibshirani 360 79 0 15 Jun 2023
Conformalizing Machine Translation EvaluationTransactions of the Association for Computational Linguistics (TACL), 2023 Chrysoula Zerva André F.T. Martins 245 4 0 09 Jun 2023
Beyond Confidence: Reliable Models Should Also Consider AtypicalityNeural Information Processing Systems (NeurIPS), 2023 Mert Yuksekgonul Linjun Zhang James Zou Carlos Guestrin 221 26 0 29 May 2023
HappyMap: A Generalized Multi-calibration MethodInformation Technology Convergence and Services (ITCS), 2023 Zhun Deng Cynthia Dwork Linjun Zhang 370 21 0 08 Mar 2023
Group conditional validity via multi-group learning Samuel Deng Navid Ardeshir Daniel J. Hsu 194 1 0 07 Mar 2023
Conformal inference is (almost) free for neural networks trained with early stoppingInternational Conference on Machine Learning (ICML), 2023 Zi-Chen Liang Yan Zhou Matteo Sesia BDL 283 17 0 27 Jan 2023
Conformal Frequency Estimation using Discrete Sketched Data with Coverage for Distinct QueriesJournal of machine learning research (JMLR), 2022 Matteo Sesia Stefano Favaro Guang Cheng 223 13 0 09 Nov 2022
Prediction Sets for High-Dimensional Mixture of Experts Models Adel Javanmard S. Shao Jacob Bien 227 5 0 30 Oct 2022
Distribution-Free Finite-Sample Guarantees and Split Conformal Prediction Roel Hulsman 161 5 0 26 Oct 2022
Conformalized Fairness via Quantile RegressionNeural Information Processing Systems (NeurIPS), 2022 Meichen Liu Lei Ding Dengdeng Yu Wulong Liu Linglong Kong Bei Jiang 418 13 0 05 Oct 2022
Batch Multivalid Conformal PredictionInternational Conference on Learning Representations (ICLR), 2022 Christopher Jung Georgy Noarov Ramya Ramalingam Aaron Roth 469 59 0 30 Sep 2022
Conformal Methods for Quantifying Uncertainty in Spatiotemporal Data: A Survey S. Sun AI4CE 253 13 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 258 23 0 23 Aug 2022
Conformal Off-Policy Prediction in Contextual BanditsNeural Information Processing Systems (NeurIPS), 2022 Muhammad Faaiz Taufiq Jean-François Ton R. Cornish Yee Whye Teh Arnaud Doucet OffRL 324 26 0 09 Jun 2022
Practical Adversarial Multivalid Conformal PredictionNeural Information Processing Systems (NeurIPS), 2022 Osbert Bastani Varun Gupta Christopher Jung Georgy Noarov Ramya Ramalingam Aaron Roth 335 63 0 02 Jun 2022
Training Uncertainty-Aware Classifiers with Conformalized Deep LearningNeural Information Processing Systems (NeurIPS), 2022 Bat-Sheva Einbinder Yaniv Romano Matteo Sesia Yanfei Zhou UQCV 248 65 0 12 May 2022
Predictive Inference with Weak SupervisionJournal of machine learning research (JMLR), 2022 Maxime Cauchois Suyash Gupta Alnur Ali John C. Duchi 315 11 0 20 Jan 2022
Fair Conformal Predictors for Applications in Medical ImagingAAAI Conference on Artificial Intelligence (AAAI), 2021 Charles Lu A. Lemay Ken Chang K. Hoebel Jayashree Kalpathy-Cramer MedIm 422 80 0 09 Sep 2021
A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification Anastasios Nikolas Angelopoulos Stephen Bates OOD 1.1K 808 0 15 Jul 2021
PAC Prediction Sets Under Covariate ShiftInternational Conference on Learning Representations (ICLR), 2021 Sangdon Park Guang Cheng Insup Lee Osbert Bastani 233 48 0 17 Jun 2021
Improving Conditional Coverage via Orthogonal Quantile RegressionNeural Information Processing Systems (NeurIPS), 2021 Shai Feldman Stephen Bates Yaniv Romano 254 50 0 01 Jun 2021
Conformal Prediction using Conditional HistogramsNeural Information Processing Systems (NeurIPS), 2021 Matteo Sesia Yaniv Romano 334 77 0 18 May 2021
Consistent Accelerated Inference via Confident Adaptive TransformersConference on Empirical Methods in Natural Language Processing (EMNLP), 2021 Tal Schuster Adam Fisch Tommi Jaakkola Regina Barzilay AI4TS 407 77 0 18 Apr 2021
Conformalized Survival Analysis Emmanuel J. Candès Lihua Lei Zhimei Ren 476 91 0 17 Mar 2021
Few-shot Conformal Prediction with Auxiliary TasksInternational Conference on Machine Learning (ICML), 2021 Adam Fisch Tal Schuster Tommi Jaakkola Regina Barzilay 517 58 0 17 Feb 2021
Distribution-Free Conditional Median InferenceElectronic Journal of Statistics (EJS), 2021 Dhruv Medarametla Emmanuel J. Candès 208 16 0 16 Feb 2021
Stronger Calibration Lower Bounds via SidesteppingSymposium on the Theory of Computing (STOC), 2020 Mingda Qiao Gregory Valiant 370 30 0 07 Dec 2020
Uncertainty as a Form of Transparency: Measuring, Communicating, and Using UncertaintyAAAI/ACM Conference on AI, Ethics, and Society (AIES), 2020 Umang Bhatt Javier Antorán Yunfeng Zhang Q. V. Liao P. Sattigeri ... L. Nachman R. Chunara Madhulika Srikumar Adrian Weller Alice Xiang 271 286 0 15 Nov 2020
Improving Fairness in Criminal Justice Algorithmic Risk Assessments Using Conformal Prediction Sets R. Berk Arun K. Kuchibhotla 159 5 0 26 Aug 2020
Efficient Conformal Prediction via Cascaded Inference with Expanded Admission Adam Fisch Tal Schuster Tommi Jaakkola Regina Barzilay 288 1 0 06 Jul 2020