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GNNExplainer: Generating Explanations for Graph Neural Networks

10 March 2019

Papers citing "GNNExplainer: Generating Explanations for Graph Neural Networks"

50 / 625 papers shown

Title
Inductive inference of gradient-boosted decision trees on graphs for insurance fraud detection Félix Vandervorst Bruno Deprez Wouter Verbeke Tim Verdonck AI4CE 10 0 0 07 Oct 2025
TopInG: Topologically Interpretable Graph Learning via Persistent Rationale Filtration Cheng Xin Fan Xu Xin Ding Jie Gao Jiaxin Ding 8 0 0 06 Oct 2025
BrainIB++: Leveraging Graph Neural Networks and Information Bottleneck for Functional Brain Biomarkers in Schizophrenia T. Hu Qiang Li Shu Liu Vince D. Calhoun Guido van Wingen Shujian Yu 12 0 0 03 Oct 2025
On The Expressive Power of GNN Derivatives Yam Eitan Moshe Eliasof Yoav Gelberg Fabrizio Frasca Guy Bar-Shalom Haggai Maron 16 0 0 02 Oct 2025
MUSE-Explainer: Counterfactual Explanations for Symbolic Music Graph Classification Models Baptiste Hilaire E. Karystinaios Gerhard Widmer 0 0 0 30 Sep 2025
SoREX: Towards Self-Explainable Social Recommendation with Relevant Ego-Path Extraction Hanze Guo Yijun Ma Xiao Zhou 4 0 0 30 Sep 2025
EvoMail: Self-Evolving Cognitive Agents for Adaptive Spam and Phishing Email Defense Wei Huang De-Tian Chu Lin-Yuan Bai Wei Kang H. Zhang Bo Li Zhi-Mo Han Jing Ge H. Lin AAML 20 0 0 25 Sep 2025
Explainable Graph Neural Networks: Understanding Brain Connectivity and Biomarkers in Dementia Niharika Tewari Nguyen Linh Dan Le Mujie Liu Jing Ren Ziqi Xu Tabinda Sarwar Veeky Baths Feng Xia 8 0 0 23 Sep 2025
Budgeted Adversarial Attack against Graph-Based Anomaly Detection in Sensor Networks Sanju Xaviar Omid Ardakanian AAML 16 0 0 22 Sep 2025
Building Transparency in Deep Learning-Powered Network Traffic Classification: A Traffic-Explainer Framework Riya Ponraj Ram Durairajan Yu Wang AAML 13 0 0 22 Sep 2025
Weakly Supervised Vulnerability Localization via Multiple Instance Learning Wenchao Gu Yupan Chen Yanlin Wang Hongyu Zhang Cuiyun Gao Michael R. Lyu AAML 20 0 0 14 Sep 2025
Explainable Fraud Detection with GNNExplainer and Shapley Values Ngoc Hieu Dao 12 0 0 12 Sep 2025
Database Views as Explanations for Relational Deep Learning Agapi Rissaki Ilias Fountalis Wolfgang Gatterbauer Benny Kimelfeld 36 0 0 11 Sep 2025
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Jarvis Haupt Qin Lu Yanning Shen Jia Chen Yue Dong Dan McCreary Mehmet Akçakaya G. Giannakis 28 0 0 10 Sep 2025
Superposition in Graph Neural Networks Lukas Pertl Han Xuanyuan Pietro Lio GNN 45 0 0 31 Aug 2025
A Graph Talks, But Who's Listening? Rethinking Evaluations for Graph-Language Models Soham Petkar Hari Aakash K Anirudh Vempati Akshit Sinha Ponnurangam Kumarauguru Chirag Agarwal 32 0 0 28 Aug 2025
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation David Egea Barproda Halder Sanghamitra Dutta AAML 40 0 0 26 Aug 2025
Enhancing Chemical Explainability Through Counterfactual Masking Łukasz Janisiów Marek Kochańczyk Bartosz Zieliñski Tomasz Danel AAML 28 0 0 25 Aug 2025
Two Birds with One Stone: Enhancing Uncertainty Quantification and Interpretability with Graph Functional Neural Process Lingkai Kong Haotian Sun Yuchen Zhuang Haorui Wang Wenhao Mu Chao Zhang BDL 52 5 0 23 Aug 2025
Fragment-Wise Interpretability in Graph Neural Networks via Molecule Decomposition and Contribution Analysis Sebastian Musiał Bartosz Zieliñski Tomasz Danel AAML 28 0 0 20 Aug 2025
X-Node: Self-Explanation is All We Need Prajit Sengupta Islem Rekik 41 0 0 14 Aug 2025
A Graph Neural Network based on a Functional Topology Model: Unveiling the Dynamic Mechanisms of Non-Suicidal Self-Injury in Single-Channel EEG BG Tong 31 0 0 10 Aug 2025
From Nodes to Narratives: Explaining Graph Neural Networks with LLMs and Graph Context Peyman Baghershahi Gregoire Fournier Pranav Nyati Sourav Medya 40 1 0 09 Aug 2025
GEDAN: Learning the Edit Costs for Graph Edit Distance Francesco Leonardi Markus Orsi Jean-Louis Reymond Kaspar Riesen GNN 58 0 0 05 Aug 2025
From Binary to Continuous: Stochastic Re-Weighting for Robust Graph Explanation Zhuomin Chen Jingchao Ni Hojat Allah Salehi Xu Zheng Dongsheng Luo 42 0 0 03 Aug 2025
Explaining GNN Explanations with Edge Gradients Jesse He Akbar Rafiey Gal Mishne Yusu Wang AAML FAtt 56 0 0 01 Aug 2025
Learning to Locate: GNN-Powered Vulnerability Path Discovery in Open Source Code Nima Atashin Behrouz Tork Ladani Mohammadreza Sharbaf 43 0 0 23 Jul 2025
PyG 2.0: Scalable Learning on Real World Graphs Matthias Fey Jinu Sunil Akihiro Nitta Rishi Puri Manan Shah ... Vid Kocijan Zecheng Zhang Xinwei He J. E. Lenssen J. Leskovec GNN AI4CE 114 10 0 22 Jul 2025
Research on the application of graph data structure and graph neural network in node classification/clustering tasks Yihan Wang Jianing Zhao GNN 45 0 0 20 Jul 2025
Explainable Graph Neural Networks via Structural ExternalitiesInternational Joint Conference on Artificial Intelligence (IJCAI), 2021 Lijun Wu Dong Hao Zhiyi Fan 49 1 0 19 Jul 2025
Structure-Aware Compound-Protein Affinity Prediction via Graph Neural Network with Group Lasso Regularization Zanyu Shi Yang Wang P. Weerawarna Jie Zhang Timothy W. Richardson Yijie Wang Kun Huang 14 0 0 04 Jul 2025
Z-REx: Human-Interpretable GNN Explanations for Real Estate Recommendations Kunal Mukherjee Zachary Harrison Saeid Balaneshin 118 0 0 01 Jul 2025
Geometric Learning in Black-Box Optimization: A GNN Framework for Algorithm Performance Prediction Ana Kostovska Carola Doerr Sašo Džeroski P. Panov T. Eftimov 85 0 0 19 Jun 2025
Rethinking Explainability in the Era of Multimodal AI Chirag Agarwal 123 1 0 16 Jun 2025
RAW-Explainer: Post-hoc Explanations of Graph Neural Networks on Knowledge Graphs Ryoji Kubo Djellel Difallah 52 0 0 14 Jun 2025
FIGNN: Feature-Specific Interpretability for Graph Neural Network Surrogate Models Riddhiman Raut R. Maulik Shivam Barwey AI4CE 83 0 0 13 Jun 2025
AI-Based Software Vulnerability Detection: A Systematic Literature Review Samiha Shimmi Hamed Okhravi Mona Rahimi 190 0 0 12 Jun 2025
Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Sai Vamsi Alisetti Vikas Kalagi Sanjukta Krishnagopal AI4TS 73 0 0 01 Jun 2025
Is Your Explanation Reliable: Confidence-Aware Explanation on Graph Neural Networks Jiaxing Zhang Xiaoou Liu Dongsheng Luo Hua Wei FAtt 106 1 0 31 May 2025
Studying and Improving Graph Neural Network-based Motif Estimation Pedro C. Vieira Miguel E. P. Silva Pedro Manuel Pinto Ribeiro 138 0 0 30 May 2025
X2Graph for Cancer Subtyping Prediction on Biological Tabular Data Tu Bui Mohamed Suliman Aparajita Haldar Mohammed Amer Serban Georgescu GNN 113 0 0 29 May 2025
What Makes a Good Reasoning Chain? Uncovering Structural Patterns in Long Chain-of-Thought Reasoning Gangwei Jiang Yahui Liu Zhaoyi Li Qi Wang Fuzheng Zhang Linqi Song Ying Wei Defu Lian LRM 115 6 0 28 May 2025
Learnable Kernel Density Estimation for Graphs Xudong Wang Ziheng Sun Chris Ding Jicong Fan 161 0 0 27 May 2025
MetaGMT: Improving Actionable Interpretability of Graph Multilinear Networks via Meta-Learning Filtration Rishabh Bhattacharya Hari Shankar Vaishnavi Shivkumar Ponnurangam Kumaraguru 84 0 0 26 May 2025
Graph Inverse Style Transfer for Counterfactual Explainability Bardh Prenkaj Efstratios Zaradoukas Gjergji Kasneci AAML 133 0 0 23 May 2025
Statistical Test for Saliency Maps of Graph Neural Networks via Selective Inference Shuichi Nishino Tomohiro Shiraishi Teruyuki Katsuoka Ichiro Takeuchi 93 0 0 22 May 2025
Beyond Node Attention: Multi-Scale Harmonic Encoding for Feature-Wise Graph Message Passing Longlong Li Cunquan Qu Guanghui Wang 122 0 0 21 May 2025
Physics-Guided Multi-View Graph Neural Network for Schizophrenia Classification via Structural-Functional Coupling Badhan Mazumder Ayush Kanyal Lei Wu Vince D. Calhoun Dong Hye Ye 228 3 0 21 May 2025
Unlearning Algorithmic Biases over Graphs O. Deniz Kose Gonzalo Mateos Yanning Shen MU FaML 172 0 0 20 May 2025
Towards Comprehensive and Prerequisite-Free Explainer for Graph Neural NetworksInternational Joint Conference on Artificial Intelligence (IJCAI), 2021 Han Zhang Yan Wang Guanfeng Liu Pengfei Ding Huaxiong Wang Kwok-Yan Lam 178 0 0 20 May 2025