Conformal Prediction: A Data Perspective

9 October 2024

Papers citing "Conformal Prediction: A Data Perspective"

39 / 139 papers shown

Title
Fair Conformal Predictors for Applications in Medical Imaging Charles Lu A. Lemay Ken Chang K. Hoebel Jayashree Kalpathy-Cramer MedIm 166 68 0 09 Sep 2021
A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification Anastasios Nikolas Angelopoulos Stephen Bates OOD 191 616 0 15 Jul 2021
PAC Prediction Sets Under Covariate Shift Sangdon Park Yan Sun Insup Lee Osbert Bastani 78 43 0 17 Jun 2021
Localized Conformal Prediction: A Generalized Inference Framework for Conformal Prediction Leying Guan 243 78 0 15 Jun 2021
Adaptive Conformal Inference Under Distribution Shift Isaac Gibbs Emmanuel Candès 169 247 0 01 Jun 2021
Conformal Uncertainty Sets for Robust Optimization Chancellor Johnstone Bruce A. Cox 138 35 0 31 May 2021
Conformal Anomaly Detection on Spatio-Temporal Observations with Missing Data Chen Xu Yao Xie 77 20 0 25 May 2021
Cross-validation: what does it estimate and how well does it do it? Stephen Bates Trevor Hastie Robert Tibshirani UQCV 66 280 0 01 Apr 2021
Conformalized Survival Analysis Emmanuel J. Candès Lihua Lei Zhimei Ren 398 80 0 17 Mar 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 830 29,341 0 26 Feb 2021
Few-shot Conformal Prediction with Auxiliary Tasks Adam Fisch Tal Schuster Tommi Jaakkola Regina Barzilay 348 55 0 17 Feb 2021
Copula-based conformal prediction for Multi-Target Regression S. Messoudi Sebastien Destercke Sylvain Rousseau 146 47 0 28 Jan 2021
Distribution-Free, Risk-Controlling Prediction Sets Stephen Bates Anastasios Nikolas Angelopoulos Lihua Lei Jitendra Malik Michael I. Jordan OOD 237 198 0 07 Jan 2021
PAC Confidence Predictions for Deep Neural Network Classifiers Sangdon Park Shuo Li Insup Lee Osbert Bastani UQCV 78 27 0 02 Nov 2020
Uncertainty Sets for Image Classifiers using Conformal Prediction Anastasios Nikolas Angelopoulos Stephen Bates Jitendra Malik Michael I. Jordan UQCV 197 333 0 29 Sep 2020
Robust Validation: Confident Predictions Even When Distributions Shift Maxime Cauchois Suyash Gupta Alnur Ali John C. Duchi OOD 107 95 0 10 Aug 2020
Hopfield Networks is All You Need Hubert Ramsauer Bernhard Schafl Johannes Lehner Philipp Seidl Michael Widrich ... David P. Kreil Michael K Kopp Günter Klambauer Johannes Brandstetter Sepp Hochreiter 83 433 0 16 Jul 2020
Valid model-free spatial prediction Huiying Mao Ryan Martin Brian J. Reich 56 26 0 28 Jun 2020
Conformal Inference of Counterfactuals and Individual Treatment Effects Lihua Lei Emmanuel J. Candès CML 162 194 0 11 Jun 2020
Classification with Valid and Adaptive Coverage Yaniv Romano Matteo Sesia Emmanuel J. Candès 378 323 0 03 Jun 2020
Conformal Prediction: a Unified Review of Theory and New Challenges Matteo Fontana Gianluca Zeni S. Vantini 171 129 0 16 May 2020
LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation Xiangnan He Kuan Deng Xiang Wang Yan Li Yongdong Zhang Meng Wang GNN 178 3,646 0 06 Feb 2020
PAC Confidence Sets for Deep Neural Networks via Calibrated Prediction Sangdon Park Osbert Bastani Nikolai Matni Insup Lee UQCV 216 70 0 31 Dec 2019
A comparison of some conformal quantile regression methods Matteo Sesia Emmanuel J. Candès MQ 376 109 0 12 Sep 2019
Prediction and outlier detection in classification problems Leying Guan Robert Tibshirani 78 70 0 10 May 2019
Conformalized Quantile Regression Yaniv Romano Evan Patterson Emmanuel J. Candès 465 611 0 08 May 2019
The limits of distribution-free conditional predictive inference Rina Foygel Barber Emmanuel J. Candès Aaditya Ramdas Robert Tibshirani UQCV 388 275 0 12 Mar 2019
Distribution-Free Prediction Sets for Two-Layer Hierarchical Models Robin Dunn Larry A. Wasserman Aaditya Ramdas 68 31 0 20 Sep 2018
Cautious Deep Learning Yotam Hechtlinger Barnabás Póczós Larry A. Wasserman 162 64 0 24 May 2018
Exact and Robust Conformal Inference Methods for Predictive Machine Learning With Dependent Data Victor Chernozhukov Kaspar Wüthrich Yinchu Zhu OOD 64 93 0 17 Feb 2018
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 660 131,414 0 12 Jun 2017
Meta-learners for Estimating Heterogeneous Treatment Effects using Machine Learning Sören R. Künzel Jasjeet Sekhon Peter J. Bickel Bin Yu CML 164 923 0 12 Jun 2017
Billion-scale similarity search with GPUs Jeff Johnson Matthijs Douze Hervé Jégou 253 3,720 0 28 Feb 2017
Least Ambiguous Set-Valued Classifiers with Bounded Error Levels Mauricio Sadinle Jing Lei Larry A. Wasserman 174 247 0 02 Sep 2016
Distribution-Free Predictive Inference For Regression Jing Lei M. G'Sell Alessandro Rinaldo Robert Tibshirani Larry A. Wasserman 399 841 0 14 Apr 2016
Criteria of efficiency for conformal prediction V. Vovk I. Nouretdinov Valentina Fedorova Ivan Petej A. Gammerman 54 83 0 14 Mar 2016
A Conformal Prediction Approach to Explore Functional Data Jing Lei Alessandro Rinaldo Larry A. Wasserman 185 128 0 26 Feb 2013
Cross-conformal predictors V. Vovk 508 202 0 03 Aug 2012
A tutorial on conformal prediction Glenn Shafer V. Vovk 447 1,141 0 21 Jun 2007