Training-conditional coverage for distribution-free predictive inference

7 May 2022

Papers citing "Training-conditional coverage for distribution-free predictive inference"

24 / 24 papers shown

Title
Rectifying Conformity Scores for Better Conditional Coverage Vincent Plassier Alexander Fishkov V. Dheur Mohsen Guizani Souhaib Ben Taieb Maxim Panov Eric Moulines 46 0 0 22 Feb 2025
Strategic Conformal Prediction Daniel Csillag C. Struchiner G. Goedert 31 0 0 03 Nov 2024
Distribution-Free Predictive Inference under Unknown Temporal Drift Elise Han Chengpiao Huang Kaizheng Wang 32 0 0 10 Jun 2024
Training-Conditional Coverage Bounds under Covariate Shift Mehrdad Pournaderi Yu Xiang 14 3 0 26 May 2024
Conformal Risk Control for Ordinal Classification Yunpeng Xu Wenge Guo Zhi Wei 12 6 0 01 May 2024
Training-Conditional Coverage Bounds for Uniformly Stable Learning Algorithms Mehrdad Pournaderi Yu Xiang 17 0 0 21 Apr 2024
Data-Adaptive Tradeoffs among Multiple Risks in Distribution-Free Prediction Drew T. Nguyen Reese Pathak Anastasios Nikolas Angelopoulos Stephen Bates Michael I. Jordan 35 1 0 28 Mar 2024
Regression Trees for Fast and Adaptive Prediction Intervals Luben M. C. Cabezas Mateus P. Otto Rafael Izbicki R. Stern 8 4 0 12 Feb 2024
Efficient Conformal Prediction under Data Heterogeneity Vincent Plassier Nikita Kotelevskii Aleksandr Rubashevskii Fedor Noskov Maksim Velikanov Alexander Fishkov Samuel Horváth Martin Takáč Eric Moulines Maxim Panov 8 1 0 25 Dec 2023
Algorithmic stability implies training-conditional coverage for distribution-free prediction methods Ruiting Liang Rina Foygel Barber 19 6 0 07 Nov 2023
Transductive conformal inference with adaptive scores Ulysse Gazin Gilles Blanchard Étienne Roquain 11 9 0 27 Oct 2023
Conformal Prediction for Deep Classifier via Label Ranking Jianguo Huang Huajun Xi Linjun Zhang Huaxiu Yao Yue Qiu Hongxin Wei 28 21 0 10 Oct 2023
Efficient and Multiply Robust Risk Estimation under General Forms of Dataset Shift Hongxiang Qiu E. T. Tchetgen Edgar Dobriban OOD 13 6 0 28 Jun 2023
Adaptive Conformal Regression with Jackknife+ Rescaled Scores N. Deutschmann Mattia Rigotti María Rodríguez Martínez 9 10 0 31 May 2023
Post-selection Inference for Conformal Prediction: Trading off Coverage for Precision Siddhaarth Sarkar Arun K. Kuchibhotla 16 4 0 12 Apr 2023
Quantum Conformal Prediction for Reliable Uncertainty Quantification in Quantum Machine Learning Sangwoo Park Osvaldo Simeone 14 9 0 06 Apr 2023
Adaptive Conformal Prediction by Reweighting Nonconformity Score Salim I. Amoukou Nicolas Brunel 14 14 0 22 Mar 2023
Group conditional validity via multi-group learning Samuel Deng Navid Ardeshir Daniel J. Hsu 14 1 0 07 Mar 2023
One-Shot Federated Conformal Prediction Pierre Humbert B. L. Bars A. Bellet Sylvain Arlot FedML 14 9 0 13 Feb 2023
Batch Multivalid Conformal Prediction Christopher Jung Georgy Noarov Ramya Ramalingam Aaron Roth 55 48 0 30 Sep 2022
Practical Adversarial Multivalid Conformal Prediction Osbert Bastani Varun Gupta Christopher Jung Georgy Noarov Ramya Ramalingam Aaron Roth 9 51 0 02 Jun 2022
Distribution-Free, Risk-Controlling Prediction Sets Stephen Bates Anastasios Nikolas Angelopoulos Lihua Lei Jitendra Malik Michael I. Jordan OOD 173 184 0 07 Jan 2021
Combining p-values via averaging V. Vovk Ruodu Wang FedML 52 205 0 20 Dec 2012
Cross-conformal predictors V. Vovk 110 173 0 03 Aug 2012