Flexible distribution-free conditional predictive bands using density estimators

12 October 2019

Papers citing "Flexible distribution-free conditional predictive bands using density estimators"

16 / 16 papers shown

Title
Volume Optimality in Conformal Prediction with Structured Prediction Sets Chao Gao Liren Shan Vaidehi Srinivas Aravindan Vijayaraghavan 58 1 0 23 Feb 2025
Conformal Thresholded Intervals for Efficient Regression Rui Luo Zhixin Zhou 74 5 0 03 Jan 2025
Toward Conditional Distribution Calibration in Survival Prediction Shi-ang Qi Yakun Yu Russell Greiner 26 0 0 27 Oct 2024
Conformal Prediction with Learned Features Shayan Kiyani George Pappas Hamed Hassani 28 8 0 26 Apr 2024
Conformal inference is (almost) free for neural networks trained with early stopping Zi-Chen Liang Yan Zhou Matteo Sesia BDL 25 11 0 27 Jan 2023
Conformal Frequency Estimation using Discrete Sketched Data with Coverage for Distinct Queries Matteo Sesia Stefano Favaro Yan Sun 25 8 0 09 Nov 2022
Distribution-Free Finite-Sample Guarantees and Split Conformal Prediction Roel Hulsman 34 5 0 26 Oct 2022
Conformal Methods for Quantifying Uncertainty in Spatiotemporal Data: A Survey S. Sun AI4CE 45 10 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 33 20 0 23 Aug 2022
Probabilistic Conformal Prediction Using Conditional Random Samples Zhendong Wang Ruijiang Gao Mingzhang Yin Mingyuan Zhou David M. Blei TPM 47 24 0 14 Jun 2022
Learn then Test: Calibrating Predictive Algorithms to Achieve Risk Control Anastasios Nikolas Angelopoulos Stephen Bates Emmanuel J. Candès Michael I. Jordan Lihua Lei 102 125 0 03 Oct 2021
Calibrated Multiple-Output Quantile Regression with Representation Learning Shai Feldman Stephen Bates Yaniv Romano 56 33 0 02 Oct 2021
Private Prediction Sets Anastasios Nikolas Angelopoulos Stephen Bates Tijana Zrnic Michael I. Jordan 24 12 0 11 Feb 2021
CD-split and HPD-split: efficient conformal regions in high dimensions Rafael Izbicki Gilson T. Shimizu R. Stern 9 49 0 24 Jul 2020
Exchangeability, Conformal Prediction, and Rank Tests Arun K. Kuchibhotla 36 48 0 13 May 2020
Nested conformal prediction and quantile out-of-bag ensemble methods Chirag Gupta Arun K. Kuchibhotla Aaditya Ramdas MQ 15 113 0 23 Oct 2019