Conformal Prediction: A Data Perspective

9 October 2024

Papers citing "Conformal Prediction: A Data Perspective"

50 / 139 papers shown

Title
Conformalizing Machine Translation Evaluation Chrysoula Zerva André F.T. Martins 133 3 0 09 Jun 2023
Conformal Prediction with Missing Values Margaux Zaffran Aymeric Dieuleveut Julie Josse Yaniv Romano 164 21 0 05 Jun 2023
Evaluating Machine Translation Quality with Conformal Predictive Distributions Patrizio Giovannotti UQLM 64 7 0 02 Jun 2023
Conformal Prediction with Large Language Models for Multi-Choice Question Answering Bhawesh Kumar Cha-Chen Lu Gauri Gupta Anil Palepu David R. Bellamy Ramesh Raskar Andrew L. Beam 76 74 0 28 May 2023
Federated Conformal Predictors for Distributed Uncertainty Quantification Charles Lu Yaodong Yu Sai Praneeth Karimireddy Michael I. Jordan Ramesh Raskar FedML 88 23 0 27 May 2023
Uncertainty Quantification over Graph with Conformalized Graph Neural Networks Kexin Huang Ying Jin Emmanuel Candès J. Leskovec 207 63 0 23 May 2023
Distribution-Free Matrix Prediction Under Arbitrary Missing Pattern Meijia Shao Yuan Zhang 74 6 0 19 May 2023
Principal Uncertainty Quantification with Spatial Correlation for Image Restoration Problems Omer Belhasin Yaniv Romano Daniel Freedman Ehud Rivlin Michael Elad 74 25 0 17 May 2023
Conformal Nucleus Sampling Shauli Ravfogel Carlos Wert Carvajal M.F. Eggl UQLM 102 21 0 04 May 2023
Conformalized Unconditional Quantile Regression Ahmed Alaa Zeshan Hussain David Sontag 57 9 0 04 Apr 2023
Conformal Prediction Regions for Time Series using Linear Complementarity Programming Matthew Cleaveland Insup Lee George J. Pappas Lars Lindemann 173 33 0 03 Apr 2023
Conformal Prediction for Time Series with Modern Hopfield Networks Andreas Auer M. Gauch D. Klotz Sepp Hochreiter AI4TS 86 29 0 22 Mar 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 93 18 0 19 Mar 2023
PAC Prediction Sets for Large Language Models of Code Adam Khakhar Stephen Mell Osbert Bastani 100 6 0 17 Feb 2023
Improved Online Conformal Prediction via Strongly Adaptive Online Learning Aadyot Bhatnagar Haiquan Wang Caiming Xiong Yu Bai AI4TS 152 52 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 90 14 0 08 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 100 30 0 07 Feb 2023
Conformal inference is (almost) free for neural networks trained with early stopping Zi-Chen Liang Yan Zhou Matteo Sesia BDL 81 11 0 27 Jan 2023
Sequential Predictive Conformal Inference for Time Series Chen Xu Yao Xie UQLM AI4TS 98 34 0 07 Dec 2022
Adaptive Conformal Prediction for Motion Planning among Dynamic Agents Anushri Dixit Lars Lindemann Skylar X. Wei Matthew Cleaveland George J. Pappas J. W. Burdick 185 63 0 01 Dec 2022
A Cross-Conformal Predictor for Multi-label Classification Harris Papadopoulos 68 19 0 29 Nov 2022
What's Behind the Mask: Estimating Uncertainty in Image-to-Image Problems Gilad Kutiel Regev Cohen Michael Elad Daniel Freedman UQCV 78 5 0 28 Nov 2022
Distribution Free Prediction Sets for Node Classification J. Clarkson AI4CE 82 25 0 26 Nov 2022
Safe Planning in Dynamic Environments using Conformal Prediction Lars Lindemann Matthew Cleaveland Gihyun Shim George J. Pappas 173 123 0 19 Oct 2022
Efficiently Controlling Multiple Risks with Pareto Testing Bracha Laufer-Goldshtein Adam Fisch Regina Barzilay Tommi Jaakkola 159 16 0 14 Oct 2022
Extending Conformal Prediction to Hidden Markov Models with Exact Validity via de Finetti's Theorem for Markov Chains Buddhika Nettasinghe S. Chatterjee R. Tipireddy M. Halappanavar 165 11 0 05 Oct 2022
Predictive Inference with Feature Conformal Prediction Jiaye Teng Chuan Wen Dinghuai Zhang Yoshua Bengio Yang Gao Yang Yuan 83 27 0 01 Oct 2022
Conformal Methods for Quantifying Uncertainty in Spatiotemporal Data: A Survey S. Sun AI4CE 86 11 0 08 Sep 2022
Conformal Inference for Online Prediction with Arbitrary Distribution Shifts Isaac Gibbs Emmanuel Candès 171 87 0 17 Aug 2022
Conformal Risk Control Anastasios Nikolas Angelopoulos Stephen Bates Adam Fisch Lihua Lei Tal Schuster 175 137 0 04 Aug 2022
Conformal Prediction Bands for Two-Dimensional Functional Time Series Niccolo Ajroldi Jacopo Diquigiovanni Matteo Fontana S. Vantini AI4TS 58 10 0 27 Jul 2022
Semantic uncertainty intervals for disentangled latent spaces S. Sankaranarayanan Anastasios Nikolas Angelopoulos Stephen Bates Yaniv Romano Phillip Isola UQCV 92 21 0 20 Jul 2022
Confident Adaptive Language Modeling Tal Schuster Adam Fisch Jai Gupta Mostafa Dehghani Dara Bahri Vinh Q. Tran Yi Tay Donald Metzler 112 169 0 14 Jul 2022
Improved conformalized quantile regression Martim Sousa Ana Maria Tomé José Manuel Moreira 77 6 0 06 Jul 2022
Improving Trustworthiness of AI Disease Severity Rating in Medical Imaging with Ordinal Conformal Prediction Sets Charles Lu Anastasios Nikolas Angelopoulos S. Pomerantz 42 33 0 05 Jul 2022
Recommendation Systems with Distribution-Free Reliability Guarantees Anastasios Nikolas Angelopoulos K. Krauth Stephen Bates Yixin Wang Michael I. Jordan 111 13 0 04 Jul 2022
Conformal prediction set for time-series Chen Xu Yao Xie AI4TS 44 10 0 15 Jun 2022
Practical Adversarial Multivalid Conformal Prediction Osbert Bastani Varun Gupta Christopher Jung Georgy Noarov Ramya Ramalingam Aaron Roth 175 54 0 02 Jun 2022
Calibration of Natural Language Understanding Models with Venn--ABERS Predictors Patrizio Giovannotti 97 7 0 21 May 2022
Conformal Prediction with Temporal Quantile Adjustments Zhen Lin Shubhendu Trivedi Jimeng Sun AI4TS 90 19 0 20 May 2022
Training Uncertainty-Aware Classifiers with Conformalized Deep Learning Bat-Sheva Einbinder Yaniv Romano Matteo Sesia Yanfei Zhou UQCV 97 51 0 12 May 2022
Prediction Sets Adaptive to Unknown Covariate Shift Hongxiang Qiu Yan Sun E. T. Tchetgen 41 21 0 11 Mar 2022
Ensemble Conformalized Quantile Regression for Probabilistic Time Series Forecasting Vilde Jensen F. Bianchi S. N. Anfinsen AI4TS 162 38 0 17 Feb 2022
Conformal Prediction Sets with Limited False Positives Adam Fisch Tal Schuster Tommi Jaakkola Regina Barzilay 75 23 0 15 Feb 2022
Adaptive Conformal Predictions for Time Series Margaux Zaffran Aymeric Dieuleveut Olivier Féron Y. Goude Julie Josse AI4TS 171 133 0 15 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 Thayer Alshaabi Srigokul Upadhyayula Yaniv Romano UQCV OOD 75 95 0 10 Feb 2022
Approximating Full Conformal Prediction at Scale via Influence Functions Javier Abad Umang Bhatt Adrian Weller Giovanni Cherubin 85 10 0 02 Feb 2022
Conformal prediction for text infilling and part-of-speech prediction N. Dey Jing Ding Jack G. Ferrell Carolina Kapper Maxwell Lovig Emiliano Planchon Jonathan P. Williams UQLM 100 21 0 04 Nov 2021
Distribution-Free Federated Learning with Conformal Predictions Charles Lu Jayasheree Kalpathy-Cramer FedML OOD 45 17 0 14 Oct 2021
Calibrated Multiple-Output Quantile Regression with Representation Learning Shai Feldman Stephen Bates Yaniv Romano 174 36 0 02 Oct 2021