A Survey on Explainability of Graph Neural Networks

A Survey on Explainability of Graph Neural Networks

2 June 2023

Jaykumar Kakkad

Charu C. Aggarwal

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Papers citing "A Survey on Explainability of Graph Neural Networks"

13 / 13 papers shown

Title
Addressing the Scarcity of Benchmarks for Graph XAI Michele Fontanesi Alessio Micheli Marco Podda Domenico Tortorella 79 0 0 18 May 2025
From Text to Graph: Leveraging Graph Neural Networks for Enhanced Explainability in NLP Fabio Yáñez-Romero Andrés Montoyo Armando Suárez Yoan Gutiérrez Ruslan Mitkov 104 0 0 02 Apr 2025
TreeX: Generating Global Graphical GNN Explanations via Critical Subtree Extraction Shengyao Lu Jiuding Yang Baochun Li Di Niu 96 0 0 12 Mar 2025
Recent Advances in Malware Detection: Graph Learning and Explainability Hossein Shokouhinejad Roozbeh Razavi-Far Hesamodin Mohammadian Mahdi Rabbani Samuel Ansong Griffin Higgins Ali Ghorbani AAML 145 2 0 14 Feb 2025
xAI-Drop: Don't Use What You Cannot Explain Vincenzo Marco De Luca Antonio Longa Andrea Passerini Pietro Lio 116 0 0 29 Jul 2024
Towards Understanding Sensitive and Decisive Patterns in Explainable AI: A Case Study of Model Interpretation in Geometric Deep Learning Jiajun Zhu Siqi Miao Rex Ying Pan Li 82 2 0 30 Jun 2024
Explainable Graph Neural Networks Under Fire Zhong Li Simon Geisler Yuhang Wang Stephan Günnemann M. Leeuwen AAML 81 1 0 10 Jun 2024
Explaining Graph Neural Networks via Structure-aware Interaction Index Ngoc H. Bui Hieu Trung Nguyen Viet Anh Nguyen Rex Ying FAtt 76 4 0 23 May 2024
Iterative Graph Neural Network Enhancement via Frequent Subgraph Mining of Explanations Harish Naik Jan Polster Raj Shekhar Tamás L. Horváth Gyorgy Turán 90 3 0 12 Mar 2024
Uncertainty in Graph Neural Networks: A Survey Fangxin Wang Yuqing Liu Kay Liu Yibo Wang Sourav Medya Philip S. Yu AI4CE 139 10 0 11 Mar 2024
GNNX-BENCH: Unravelling the Utility of Perturbation-based GNN Explainers through In-depth Benchmarking Mert Kosan S. Verma Burouj Armgaan Khushbu Pahwa Ambuj K. Singh Sourav Medya Sayan Ranu 103 14 0 03 Oct 2023
How Faithful are Self-Explainable GNNs? Marc Christiansen Lea Villadsen Zhiqiang Zhong Stefano Teso Davide Mottin 55 3 0 29 Aug 2023
Explainable Brain Age Prediction using coVariance Neural Networks Saurabh Sihag Gonzalo Mateos Corey McMillan Alejandro Ribeiro 67 15 0 27 May 2023