Uncertainty Sets for Image Classifiers using Conformal Prediction

Uncertainty Sets for Image Classifiers using Conformal Prediction

29 September 2020

Anastasios Nikolas Angelopoulos

Michael I. Jordan

Papers citing "Uncertainty Sets for Image Classifiers using Conformal Prediction"

16 / 216 papers shown

Title
Conformal Anomaly Detection on Spatio-Temporal Observations with Missing Data Chen Xu Yao Xie 29 20 0 25 May 2021
Testing for Outliers with Conformal p-values Stephen Bates Emmanuel Candès Lihua Lei Yaniv Romano Matteo Sesia 29 137 0 16 Apr 2021
Root-finding Approaches for Computing Conformal Prediction Set Eugène Ndiaye Ichiro Takeuchi 25 10 0 14 Apr 2021
T-SCI: A Two-Stage Conformal Inference Algorithm with Guaranteed Coverage for Cox-MLP Jiaye Teng Zeren Tan Yang Yuan 32 13 0 08 Mar 2021
SCRIB: Set-classifier with Class-specific Risk Bounds for Blackbox Models Zhen Lin Cao Xiao Lucas Glass M. P. M. Brandon Westover Jimeng Sun BDL 29 11 0 05 Mar 2021
Distribution-free uncertainty quantification for classification under label shift Aleksandr Podkopaev Aaditya Ramdas UQCV 22 86 0 04 Mar 2021
Measuring the Stability of Learned Features Kris Sankaran OOD 12 0 0 20 Feb 2021
Few-shot Conformal Prediction with Auxiliary Tasks Adam Fisch Tal Schuster Tommi Jaakkola Regina Barzilay 189 54 0 17 Feb 2021
DEUP: Direct Epistemic Uncertainty Prediction Salem Lahlou Moksh Jain Hadi Nekoei V. Butoi Paul Bertin Jarrid Rector-Brooks Maksym Korablyov Yoshua Bengio PER UQLM UQCV UD 212 81 0 16 Feb 2021
Private Prediction Sets Anastasios Nikolas Angelopoulos Stephen Bates Tijana Zrnic Michael I. Jordan 18 12 0 11 Feb 2021
Label Smoothed Embedding Hypothesis for Out-of-Distribution Detection Dara Bahri Heinrich Jiang Yi Tay Donald Metzler OODD 23 3 0 09 Feb 2021
Distribution-Free, Risk-Controlling Prediction Sets Stephen Bates Anastasios Nikolas Angelopoulos Lihua Lei Jitendra Malik Michael I. Jordan OOD 192 187 0 07 Jan 2021
Conformal prediction for time series Chen Xu Yao Xie AI4TS 45 32 0 18 Oct 2020
CD-split and HPD-split: efficient conformal regions in high dimensions Rafael Izbicki Gilson T. Shimizu R. Stern 6 48 0 24 Jul 2020
PAC Confidence Sets for Deep Neural Networks via Calibrated Prediction Sangdon Park Osbert Bastani Nikolai Matni Insup Lee UQCV 141 68 0 31 Dec 2019
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 276 5,683 0 05 Dec 2016