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Conformal Prediction: a Unified Review of Theory and New Challenges

16 May 2020

Papers citing "Conformal Prediction: a Unified Review of Theory and New Challenges"

46 / 46 papers shown

Title
COMPASS: Robust Feature Conformal Prediction for Medical Segmentation Metrics Matt Y. Cheung Ashok Veeraraghavan Guha Balakrishnan 0 0 0 26 Sep 2025
Affordance-Based Disambiguation of Surgical Instructions for Collaborative Robot-Assisted Surgery Ana Davila Jacinto Colan Y. Hasegawa 9 0 0 18 Sep 2025
Symbolic Quantile Regression for the Interpretable Prediction of Conditional Quantiles Cas Oude Hoekstra Floris den Hengst 28 0 0 11 Aug 2025
Calibrated Prediction Set in Fault Detection with Risk Guarantees via Significance Tests Mingchen Mei Yi Li YiYao Qian Zijun Jia 36 0 0 02 Aug 2025
Approximating Full Conformal Prediction for Neural Network Regression with Gauss-Newton Influence Dharmesh Tailor Alvaro H.C. Correia Eric Nalisnick Christos Louizos 69 1 0 27 Jul 2025
Conformal Object Detection by Sequential Risk Control Léo Andéol Luca Mossina Adrien Mazoyer Sébastien Gerchinovitz 135 0 0 29 May 2025
Smart Surrogate Losses for Contextual Stochastic Linear Optimization with Robust Constraints H. Im Wyame Benslimane Paul Grigas 88 0 0 28 May 2025
MetaSTNet: Multimodal Meta-learning for Cellular Traffic Conformal Prediction Hui Ma Kai Yang AI4TS 525 5 0 26 May 2025
Improving the statistical efficiency of cross-conformal prediction Matteo Gasparin Aaditya Ramdas 518 1 0 03 Mar 2025
On Training-Conditional Conformal Prediction and Binomial Proportion Confidence Intervals Rudi Coppola Manuel Mazo Jr 159 0 0 11 Feb 2025
Transductive Conformal Inference for Full Ranking Jean-Baptiste Fermanian Pierre Humbert Gilles Blanchard 432 0 0 20 Jan 2025
Uncertainty quantification for improving radiomic-based models in radiation pneumonitis prediction Chanon Puttanawarut Romen Samuel Wabina Nat Sirirutbunkajorn AI4CE 218 0 0 27 Dec 2024
Electricity Price Prediction Using Multi-Kernel Gaussian Process Regression Combined with Kernel-Based Support Vector Regression Abhinav Das Stephan Schlüter Lorenz Schneider 201 0 0 28 Nov 2024
Conformal Risk Minimization with Variance Reduction Sima Noorani Orlando Romero Nicolò Dal Fabbro Hamed Hassani George Pappas 307 4 0 03 Nov 2024
Bin-Conditional Conformal Prediction of Fatalities from Armed Conflict David Randahl Jonathan P. Williams Håvard Hegre 714 0 0 18 Oct 2024
Conformal Prediction: A Data Perspective Xiaofan Zhou Baiting Chen Yu Gui Lu Cheng 1.3K 13 0 09 Oct 2024
Adaptive inference with random ellipsoids through Conformal Conditional Linear Expectation Iain Henderson Adrien Mazoyer Fabrice Gamboa 107 4 0 27 Sep 2024
Formal Verification and Control with Conformal Prediction Lars Lindemann Yiqi Zhao Xinyi Yu George J. Pappas Jyotirmoy Deshmukh 831 25 0 31 Aug 2024
JANET: Joint Adaptive predictioN-region Estimation for Time-series Eshant English Eliot Wong-Toi Matteo Fontana Stephan Mandt Padhraic Smyth Yingzhen Li AI4TS 285 2 0 08 Jul 2024
CONFLARE: CONFormal LArge language model REtrieval Pouria Rouzrokh S. Faghani Cooper Gamble Moein Shariatnia Bradley J. Erickson 3DV RALM 112 3 0 04 Apr 2024
Conformal Predictions for Probabilistically Robust Scalable Machine Learning Classification Alberto Carlevaro Teodoro Alamo Fabrizio Dabbene Maurizio Mongelli 122 4 0 15 Mar 2024
Conformal Convolution and Monte Carlo Meta-learners for Predictive Inference of Individual Treatment Effects Jef Jonkers Jarne Verhaeghe Glenn Van Wallendael Luc Duchateau Sofie Van Hoecke 521 4 0 07 Feb 2024
Two-Stage Surrogate Modeling for Data-Driven Design Optimization with Application to Composite Microstructure Generation Farhad Pourkamali-Anaraki Jamal F. Husseini E. Pineda B. Bednarcyk Scott E. Stapleton AI4CE 167 4 0 04 Jan 2024
Resampled Confidence Regions with Exponential Shrinkage for the Regression Function of Binary Classification Ambrus Tamás Balázs Csanád Csáji UQCV 109 0 0 03 Aug 2023
Conformal prediction for frequency-severity modeling Helton Graziadei Paulo C. Marques E. Melo Rodrigo S. Targino 91 0 0 24 Jul 2023
Conformal Prediction for Federated Uncertainty Quantification Under Label Shift Vincent Plassier Mehdi Makni Aleksandr Rubashevskii Eric Moulines Maxim Panov FedML 126 18 0 08 Jun 2023
Distribution-Free Matrix Prediction Under Arbitrary Missing Pattern Meijia Shao Yuan Zhang 141 7 0 19 May 2023
Conformal Prediction for Time Series with Modern Hopfield Networks Andreas Auer M. Gauch D. Klotz Sepp Hochreiter AI4TS 135 38 0 22 Mar 2023
Loss-Controlling Calibration for Predictive Models Di Wang Junzhi Shi Pingping Wang Shuo Zhuang Hongyue Li 152 0 0 11 Jan 2023
Conformal Loss-Controlling Prediction Di Wang Pingping Wang Zhong Ji Xiaojun Yang Hongyue Li 189 2 0 06 Jan 2023
Calibrating AI Models for Wireless Communications via Conformal Prediction K. Cohen Sangwoo Park Osvaldo Simeone S. Shamai 143 7 0 15 Dec 2022
Intervening With Confidence: Conformal Prescriptive Monitoring of Business Processes Mahmoud Shoush Marlon Dumas 105 4 0 07 Dec 2022
Sequential Predictive Conformal Inference for Time Series Chen Xu Yao Xie UQLM AI4TS 185 44 0 07 Dec 2022
Conformal Prediction for STL Runtime Verification Lars Lindemann Xin Qin Jyotirmoy V. Deshmukh George J. Pappas 226 56 0 03 Nov 2022
Safe Planning in Dynamic Environments using Conformal Prediction Lars Lindemann Matthew Cleaveland Gihyun Shim George J. Pappas 259 148 0 19 Oct 2022
Nonparametric Quantile Regression: Non-Crossing Constraints and Conformal Prediction Wenlu Tang Guohao Shen Yuanyuan Lin Jian Huang 89 5 0 18 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 240 11 0 05 Oct 2022
Conformal Prediction Bands for Two-Dimensional Functional Time Series Niccolo Ajroldi Jacopo Diquigiovanni Matteo Fontana S. Vantini AI4TS 135 10 0 27 Jul 2022
JAWS: Auditing Predictive Uncertainty Under Covariate Shift Drew Prinster Anqi Liu Suchi Saria 237 14 0 21 Jul 2022
Improved conformalized quantile regression Martim Sousa Ana Maria Tomé José Manuel Moreira 331 7 0 06 Jul 2022
conformalInference.multi and conformalInference.fd: Twin Packages for Conformal Prediction Paolo Vergottini Matteo Fontana Jacopo Diquigiovanni Aldo Solari S. Vantini 201 1 0 29 Jun 2022
Conformal prediction set for time-series Chen Xu Yao Xie AI4TS 102 10 0 15 Jun 2022
Conformal Credal Self-Supervised Learning Julian Lienen Caglar Demir Eyke Hüllermeier 124 14 0 30 May 2022
Anomalous Edge Detection in Edge Exchangeable Social Network Models Rui Luo Buddhika Nettasinghe Vikram Krishnamurthy 247 20 0 27 Sep 2021
Conformal Bayesian Computation Edwin Fong Chris Holmes 254 30 0 11 Jun 2021
Conformal Uncertainty Sets for Robust Optimization Chancellor Johnstone Bruce A. Cox 240 38 0 31 May 2021