Conformal Prediction Sets with Limited False Positives

Conformal Prediction Sets with Limited False Positives

15 February 2022

Regina Barzilay

Papers citing "Conformal Prediction Sets with Limited False Positives"

11 / 11 papers shown

Title
Conformal Prediction: A Data Perspective Xiaofan Zhou Baiting Chen Yu Gui Lu Cheng 82 3 0 09 Oct 2024
Conformal Prediction for Deep Classifier via Label Ranking Jianguo Huang Huajun Xi Linjun Zhang Huaxiu Yao Yue Qiu Hongxin Wei 39 21 0 10 Oct 2023
Conformal prediction under ambiguous ground truth David Stutz Abhijit Guha Roy Tatiana Matejovicova Patricia Strachan A. Cemgil Arnaud Doucet 31 15 0 18 Jul 2023
Model-free selective inference under covariate shift via weighted conformal p-values Ying Jin Emmanuel J. Candès 28 15 0 18 Jul 2023
Adaptive Conformal Regression with Jackknife+ Rescaled Scores N. Deutschmann Mattia Rigotti María Rodríguez Martínez 26 10 0 31 May 2023
Conformal Loss-Controlling Prediction Di Wang Pingping Wang Zhong Ji Xiaojun Yang Hongyue Li 31 1 0 06 Jan 2023
Learn then Test: Calibrating Predictive Algorithms to Achieve Risk Control Anastasios Nikolas Angelopoulos Stephen Bates Emmanuel J. Candès Michael I. Jordan Lihua Lei 97 125 0 03 Oct 2021
Few-shot Conformal Prediction with Auxiliary Tasks Adam Fisch Tal Schuster Tommi Jaakkola Regina Barzilay 181 53 0 17 Feb 2021
Distribution-Free, Risk-Controlling Prediction Sets Stephen Bates Anastasios Nikolas Angelopoulos Lihua Lei Jitendra Malik Michael I. Jordan OOD 181 185 0 07 Jan 2021
A Frustratingly Easy Approach for Entity and Relation Extraction Zexuan Zhong Danqi Chen 156 108 0 24 Oct 2020
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 285 9,136 0 06 Jun 2015