A Geometric Perspective towards Neural Calibration via Sensitivity
Decomposition

A Geometric Perspective towards Neural Calibration via Sensitivity Decomposition

27 October 2021

Papers citing "A Geometric Perspective towards Neural Calibration via Sensitivity Decomposition"

11 / 11 papers shown

Title
Optimizing Estimators of Squared Calibration Errors in Classification Sebastian G. Gruber Francis Bach 71 1 0 24 Feb 2025
A Theoretical and Practical Framework for Evaluating Uncertainty Calibration in Object Detection Pedro Conde Rui L. Lopes C. Premebida UQCV 13 1 0 01 Sep 2023
Approaching Test Time Augmentation in the Context of Uncertainty Calibration for Deep Neural Networks Pedro Conde T. Barros Rui L. Lopes C. Premebida U. J. Nunes UQCV 22 7 0 11 Apr 2023
MixBoost: Improving the Robustness of Deep Neural Networks by Boosting Data Augmentation Zhendong Liu Wenyu Jiang Min Guo Chongjun Wang AAML 21 1 0 08 Dec 2022
NCTV: Neural Clamping Toolkit and Visualization for Neural Network Calibration Lei Hsiung Yu Tang Pin-Yu Chen Tsung-Yi Ho 12 2 0 29 Nov 2022
Neural Clamping: Joint Input Perturbation and Temperature Scaling for Neural Network Calibration Yu Tang Pin-Yu Chen Tsung-Yi Ho 18 5 0 23 Sep 2022
Layer-Wise Partitioning and Merging for Efficient and Scalable Deep Learning S. Akintoye Liangxiu Han H. Lloyd Xin Zhang Darren Dancey Haoming Chen Daoqiang Zhang FedML 26 5 0 22 Jul 2022
Explanation-based Counterfactual Retraining(XCR): A Calibration Method for Black-box Models Liu Zhendong Wenyu Jiang Yan Zhang Chongjun Wang CML 6 0 0 22 Jun 2022
Exploring Covariate and Concept Shift for Detection and Calibration of Out-of-Distribution Data Junjiao Tian Yen-Change Hsu Yilin Shen Hongxia Jin Z. Kira OODD 19 6 0 28 Oct 2021
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 270 5,660 0 05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 285 9,136 0 06 Jun 2015