SimCalib: Graph Neural Network Calibration based on Similarity between
Nodes

SimCalib: Graph Neural Network Calibration based on Similarity between Nodes

19 December 2023

Boshi Tang

Zhiyong Wu

Jun Chen

Papers citing "SimCalib: Graph Neural Network Calibration based on Similarity between Nodes"

7 / 7 papers shown

Title
Enhance GNNs with Reliable Confidence Estimation via Adversarial Calibration Learning Yilong Wang J. Zhang Tianxiang Zhao Suhang Wang AAML 39 0 0 23 Mar 2025
GETS: Ensemble Temperature Scaling for Calibration in Graph Neural Networks Dingyi Zhuang Chonghe Jiang Yunhan Zheng Shenhao Wang Jinhua Zhao UQCV 39 0 0 12 Oct 2024
Better Not to Propagate: Understanding Edge Uncertainty and Over-smoothing in Signed Graph Neural Networks Yoonhyuk Choi Jiho Choi Taewook Ko Chong-Kwon Kim 41 0 0 09 Aug 2024
Similarity-Navigated Conformal Prediction for Graph Neural Networks Jianqing Song Jianguo Huang Wenyu Jiang Baoming Zhang Shuangjie Li Chongjun Wang 27 2 0 23 May 2024
Spectral clustering in the Gaussian mixture block model Shuangping Li T. Schramm 34 7 0 29 Apr 2023
Be Confident! Towards Trustworthy Graph Neural Networks via Confidence Calibration Xiao Wang Hongrui Liu Chuan Shi Cheng Yang UQCV 95 113 0 29 Sep 2021
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 268 5,652 0 05 Dec 2016