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On the Expected Size of Conformal Prediction Sets

12 June 2023

Guneet Singh Dhillon

George Deligiannidis

Tom Rainforth

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Papers citing "On the Expected Size of Conformal Prediction Sets"

22 / 22 papers shown

Title
Backward Conformal Prediction Etienne Gauthier Francis Bach Michael I. Jordan 172 0 0 19 May 2025
Adaptive Conformal Prediction for Motion Planning among Dynamic Agents Anushri Dixit Lars Lindemann Skylar X. Wei Matthew Cleaveland George J. Pappas J. W. Burdick 199 64 0 01 Dec 2022
Safe Planning in Dynamic Environments using Conformal Prediction Lars Lindemann Matthew Cleaveland Gihyun Shim George J. Pappas 188 125 0 19 Oct 2022
Learning Optimal Conformal Classifiers David Stutz Krishnamurthy Dvijotham Dvijotham A. Cemgil Arnaud Doucet 217 89 0 18 Oct 2021
Distribution-Free Federated Learning with Conformal Predictions Charles Lu Jayasheree Kalpathy-Cramer FedML OOD 66 17 0 14 Oct 2021
Fair Conformal Predictors for Applications in Medical Imaging Charles Lu A. Lemay Ken Chang K. Hoebel Jayashree Kalpathy-Cramer MedIm 171 69 0 09 Sep 2021
A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification Anastasios Nikolas Angelopoulos Stephen Bates OOD 219 624 0 15 Jul 2021
Optimized conformal classification using gradient descent approximation A. Bellotti 52 16 0 24 May 2021
Consistent Accelerated Inference via Confident Adaptive Transformers Tal Schuster Adam Fisch Tommi Jaakkola Regina Barzilay AI4TS 246 73 0 18 Apr 2021
Few-shot Conformal Prediction with Auxiliary Tasks Adam Fisch Tal Schuster Tommi Jaakkola Regina Barzilay 371 56 0 17 Feb 2021
Uncertainty Sets for Image Classifiers using Conformal Prediction Anastasios Nikolas Angelopoulos Stephen Bates Jitendra Malik Michael I. Jordan UQCV 210 338 0 29 Sep 2020
Classification with Valid and Adaptive Coverage Yaniv Romano Matteo Sesia Emmanuel J. Candès 392 329 0 03 Jun 2020
Adaptive, Distribution-Free Prediction Intervals for Deep Networks D. Kivaranovic Kory D. Johnson Hannes Leeb OOD 190 89 0 25 May 2019
Conformalized Quantile Regression Yaniv Romano Evan Patterson Emmanuel J. Candès 493 617 0 08 May 2019
On Nesting Monte Carlo Estimators Tom Rainforth R. Cornish Hongseok Yang Andrew Warrington Frank Wood 127 132 0 18 Sep 2017
Least Ambiguous Set-Valued Classifiers with Bounded Error Levels Mauricio Sadinle Jing Lei Larry A. Wasserman 194 252 0 02 Sep 2016
Criteria of efficiency for conformal prediction V. Vovk I. Nouretdinov Valentina Fedorova Ivan Petej A. Gammerman 65 84 0 14 Mar 2016
From conformal to probabilistic prediction V. Vovk Ivan Petej Valentina Fedorova AI4CE 73 12 0 21 Jun 2014
A Conformal Prediction Approach to Explore Functional Data Jing Lei Alessandro Rinaldo Larry A. Wasserman 201 128 0 26 Feb 2013
Learning by Transduction A. Gammerman V. Vovk V. Vapnik 194 516 0 30 Jan 2013
Cross-conformal predictors V. Vovk 529 205 0 03 Aug 2012
A tutorial on conformal prediction Glenn Shafer V. Vovk 456 1,152 0 21 Jun 2007