Network Analysis Resources & Updates
3.04K subscribers
803 photos
163 files
1.11K links
Are you seeking assistance or eager to collaborate?
Don't hesitate to dispatch your insights, inquiries, proposals, promotions, bulletins, announcements, and more to our channel overseer. We're all ears!

Contact: @Questioner2
Download Telegram
📃 Explainability in Graph Neural Networks: A Taxonomic Survey

📘
Journal: IEEE Transactions on Pattern Analysis and Machine Intelligence
🗓 Publish year: 2022

🧑‍💻Authors: Hao Yuan, Haiyang Yu, Shurui Gui, and Shuiwang Ji
🏢University: Department of Computer Science and Engineering, Texas A&M University, College Station, TX, USA

📎 Study the paper

📱Channel: @ComplexNetworkAnalysis
#paper #Explainability #GNN #Taxonomic #Survey
👍3👏1
📑Can Graph Neural Networks be Adequately Explained? A Survey

📗 Journal: ACM Computing Surveys (🔥I.F.=23.8)
🗓
Publish year: 2025

🧑‍💻Authors: Xuyan Li, Jie Wang, Zheng Yan
🏢University: Xidian University, China

📎 Study the paper

⚡️Channel: @ComplexNetworkAnalysis
#review #gnn #explainability
📑Explaining the Explainers in Graph Neural Networks: a Comparative Study

📕 Journal: ACM Computing Surveys (🔥I.F.=23.8)
🗓
Publish year: 2025

🧑‍💻Authors: Antonio Longa, Steve Azzolin, Gabriele Santin, ...
🏢Universities: University of Trento, Italy - Cambridge University, UK

📎 Study the paper

⚡️Channel: @ComplexNetworkAnalysis
#review #explainability #gnn
👍1
📃A Review of Link Prediction Algorithms in Dynamic Networks

📗 Journal: Mathematics (I.F.=2.3)
🗓
Publish year: 2025

🧑‍💻Authors: Mengdi Sun, Minghu Tang
🏢Universities: Qinghai Minzu University, China

📎 Study the paper

⚡️Channel: @ComplexNetworkAnalysis
#review #explainability #gnn
👍1
📃Information diffusion analysis: process, model, deployment, and application

📗 Journal:The Knowledge Engineering Review (I.F.=2.8)
🗓
Publish year: 2025

🧑‍💻Authors: Shashank Sheshar Singh, Divya Srivastava, Madhushi Verma, ...
🏢Universities: Thapar Institute of Engineering & Technology, Bennett University, India

📎 Study the paper

⚡️Channel: @ComplexNetworkAnalysis
#review #explainability #gnn