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"

27 / 27 papers shown

Title
On Training-Conditional Conformal Prediction and Binomial Proportion Confidence Intervals Rudi Coppola Manuel Mazo Jr 90 0 0 11 Feb 2025
Uncertainty quantification for improving radiomic-based models in radiation pneumonitis prediction C. Puttanawarut Romen Samuel Wabina Nat Sirirutbunkajorn AI4CE 39 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 73 0 0 28 Nov 2024
Conformal Risk Minimization with Variance Reduction Sima Noorani Orlando Romero Nicolò Dal Fabbro Hamed Hassani George Pappas 43 2 0 03 Nov 2024
Bin-Conditional Conformal Prediction of Fatalities from Armed Conflict David Randahl Jonathan P. Williams Håvard Hegre 143 0 0 18 Oct 2024
Conformal Prediction: A Data Perspective Xiaofan Zhou Baiting Chen Yu Gui Lu Cheng 82 3 0 09 Oct 2024
Adaptive inference with random ellipsoids through Conformal Conditional Linear Expectation Iain Henderson Adrien Mazoyer Fabrice Gamboa 35 4 0 27 Sep 2024
Formal Verification and Control with Conformal Prediction Lars Lindemann Yiqi Zhao Xinyi Yu George J. Pappas Jyotirmoy V. Deshmukh 62 14 0 31 Aug 2024
CONFLARE: CONFormal LArge language model REtrieval Pouria Rouzrokh S. Faghani Cooper Gamble Moein Shariatnia Bradley J. Erickson 3DV RALM 42 2 0 04 Apr 2024
On-line conformalized neural networks ensembles for probabilistic forecasting of day-ahead electricity prices A. Brusaferri A. Ballarino Luigi Grossi F. Laurini AI4TS 24 3 0 03 Apr 2024
Conformal prediction for frequency-severity modeling Helton Graziadei Paulo C. Marques E. Melo Rodrigo S. Targino 23 0 0 24 Jul 2023
Prescriptive Process Monitoring Under Resource Constraints: A Reinforcement Learning Approach Mahmoud Shoush Marlon Dumas 31 1 0 13 Jul 2023
Conformal Predictive Safety Filter for RL Controllers in Dynamic Environments Kegan J. Strawn Nora Ayanian Lars Lindemann 32 8 0 05 Jun 2023
Conformal Inference for Invariant Risk Minimization Wenlu Tang Zicheng Liu 24 0 0 22 May 2023
Loss-Controlling Calibration for Predictive Models Di Wang Junzhi Shi Pingping Wang Shuo Zhuang Hongyue Li 21 0 0 11 Jan 2023
Conformal Loss-Controlling Prediction Di Wang Pingping Wang Zhong Ji Xiaojun Yang Hongyue Li 31 1 0 06 Jan 2023
Calibrating AI Models for Wireless Communications via Conformal Prediction K. Cohen Sangwoo Park Osvaldo Simeone S. Shamai 29 6 0 15 Dec 2022
Intervening With Confidence: Conformal Prescriptive Monitoring of Business Processes Mahmoud Shoush Marlon Dumas 24 4 0 07 Dec 2022
Conformal Prediction for STL Runtime Verification Lars Lindemann Xin Qin Jyotirmoy V. Deshmukh George J. Pappas 24 44 0 03 Nov 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 47 11 0 05 Oct 2022
Conformal Prediction Bands for Two-Dimensional Functional Time Series Niccolo Ajroldi Jacopo Diquigiovanni Matteo Fontana S. Vantini AI4TS 17 8 0 27 Jul 2022
Improved conformalized quantile regression Martim Sousa Ana Maria Tomé José Manuel Moreira 34 6 0 06 Jul 2022
Conformal Credal Self-Supervised Learning Julian Lienen Caglar Demir Eyke Hüllermeier 29 13 0 30 May 2022
Anomalous Edge Detection in Edge Exchangeable Social Network Models Rui Luo Buddhika Nettasinghe Vikram Krishnamurthy 37 15 0 27 Sep 2021
Conformal Bayesian Computation Edwin Fong Chris Holmes 44 24 0 11 Jun 2021
Multi-level conformal clustering: A distribution-free technique for clustering and anomaly detection I. Nouretdinov James Gammerman Matteo Fontana Daljit Rehal 29 20 0 17 Oct 2019
Cross-conformal predictors V. Vovk 131 196 0 03 Aug 2012