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

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

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Title
Enhance GNNs with Reliable Confidence Estimation via Adversarial Calibration Learning Yilong Wang Jing Zhang Tianxiang Zhao Suhang Wang AAML 83 1 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 139 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 92 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 108 3 0 23 May 2024