Binary Classifier Calibration: Non-parametric approach

14 January 2014

Papers citing "Binary Classifier Calibration: Non-parametric approach"

13 / 13 papers shown

Title
MBCT: Tree-Based Feature-Aware Binning for Individual Uncertainty Calibration Siguang Huang Yunli Wang Lili Mou Huayue Zhang Ziru Xu Chuan Yu Bo Zheng 197 15 0 13 Mar 2025
GETS: Ensemble Temperature Scaling for Calibration in Graph Neural Networks Dingyi Zhuang Chonghe Jiang Yunhan Zheng Shenhao Wang Jinhua Zhao UQCV 137 0 0 12 Oct 2024
Evaluating Posterior Probabilities: Decision Theory, Proper Scoring Rules, and Calibration Luciana Ferrer Daniel Ramos UQCV 66 4 0 05 Aug 2024
Reassessing How to Compare and Improve the Calibration of Machine Learning Models M. Chidambaram Rong Ge 141 2 0 06 Jun 2024
How Flawed Is ECE? An Analysis via Logit Smoothing Muthu Chidambaram Holden Lee Colin McSwiggen Semon Rezchikov UQCV 62 3 0 15 Feb 2024
Llamas Know What GPTs Don't Show: Surrogate Models for Confidence Estimation Vaishnavi Shrivastava Percy Liang Ananya Kumar 82 32 0 15 Nov 2023
Smooth ECE: Principled Reliability Diagrams via Kernel Smoothing Jarosław Błasiok Preetum Nakkiran UQCV 113 26 0 21 Sep 2023
A Unifying Theory of Distance from Calibration Jarosław Błasiok Parikshit Gopalan Lunjia Hu Preetum Nakkiran 98 41 0 30 Nov 2022
Analysis and Comparison of Classification Metrics Luciana Ferrer 109 21 0 12 Sep 2022
Calibrated ensembles can mitigate accuracy tradeoffs under distribution shift Ananya Kumar Tengyu Ma Percy Liang Aditi Raghunathan UQCV OODD OOD 104 39 0 18 Jul 2022
Reducing Overconfidence Predictions for Autonomous Driving Perception Gledson Melotti C. Premebida Jordan J. Bird Diego Resende Faria Nuno Gonccalves 74 7 0 16 Feb 2022
Verified Uncertainty Calibration Ananya Kumar Percy Liang Tengyu Ma 196 360 0 23 Sep 2019
Learning Optimized Risk Scores Berk Ustun Cynthia Rudin 208 84 0 01 Oct 2016