Network Analysis Resources & Updates
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Postlar arxiv
📃 Graph-based drug–target interaction modeling: from representation learning to output-driven drug discovery
📗 Briefings in Bioinformatics (Impact Factor: 7.3, Q1)
🗓 2026
🧑💻 Thanh Nguyen , Hien Minh To , Duy Anh Nguyen ,...
🏢 Nanyang Biologics, Singapore
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⚡️ @ComplexNetworkAnalysis
#review #drug_target #bipartite
📹 Graph Theory Workshop
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⚡️ @ComplexNetworkAnalysis
#video #graph
📄 Graph Contrastive Learning: A Comprehensive Review of Methodologies, Applications, and Future Directions
📕 IEEE Access (Impact Factor: 4.2, Q2)
🗓 2026
🧑💻 Nazmul Hossain, Abdullah Al Thaki, Md. Mamun-Or-Rashid, Md. Mosaddek Khan
🏢 University of Dhaka, Bangladesh
📎 Study the paper
⚡️ @ComplexNetworkAnalysis
#review #ContrastiveLearning #GNN #SelfSupervisedLearning #GraphNeuralNetworks #RepresentationLearning #MachineLearning
📹 Graph Engineering
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⚡️Channel: @ComplexNetworkAnalysis
#video #graph_engineering
📃 Introduction to Graph Neural Networks for Machine Learning Engineers
📘 Journal: IEEE Access (I.F.=3.6)
🗓 Publish year: 2026
🧑💻Authors: James Tanis, Chris Giannella, Adrian Mariano, ...
🏢Universities: The MITRE Corporation - National Cancer Institute Shady Grove Campus, United States
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⚡️Channel: @ComplexNetworkAnalysis
#review #graph_neural_network #machine_learning
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📄 Graph Neural Networks Applications Across Domains: All Insights You Need
📕 Journal: arXiv preprint (not yet peer-reviewed)
🗓 Publish year: 2026
🧑💻Authors: Abderaouf Bahi
🏢University: Chadli Bendjedid University of El Tarf, Algeria
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⚡️Channel: @ComplexNetworkAnalysis
#GNN #GraphNeuralNetworks #Survey
📑 A review on the use of complex networks in science education research
🗓 Publish year: 2026
🧑💻Authors: Paula Tuz´on, Juan Garc´ıa-Castillo, and Juan Fern´andez-Gracia
🏢University: Universidad de Valencia, Spain
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⚡️Channel: @ComplexNetworkAnalysis
#review #science #education
📄 Time-Dependent Graph Generation: A Survey
🗓 Publish year: 2026
🧑💻Authors: Quang Nguyen, Muhammad Farhan, Asiri Wijesinghe
🏢University: The Australian National University, Australia
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⚡️Channel: @ComplexNetworkAnalysis
#review #graph_generation #time
📃 Graph Representation Learning in Complex Networks: Recent Advances and Open Challenges
📓 Journal: Journal of Artificial Intelligence for Automation
🗓 Publish year: 2026
🧑💻Authors: Yue Yang, Dongxu Li, Ziwen Cui, ...
🏢University: Chinese Academy of Sciences & University of Chinese Academy of Sciences & Xinjiang Normal University, China
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⚡️Channel: @ComplexNetworkAnalysis
#review #graph_representation
📑 Knowledge Graphs Meet Graph Neural Networks: A Comprehensive Survey
📗 Journal: Biomolecules (I.F.=4.8)
🗓Publish year: 2026
🧑💻Authors: Chengcheng Sun, Jiayun Tian, Cheng Zhai, ...
🏢Universities: China University of Mining and Technology, China - University of Illinois at Chicago, United States
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⚡️Channel: @ComplexNetworkAnalysis
#review #knowledge_graph #gnn
Repost from Bioinformatics
📃 Temporal network analysis in systems biology: concepts, inference, and validation
📕 Journal: Frontiers in Bioinformatics (I.F.=3.6)
🗓Publish year: 2026
🧑💻Authors: Abir Khazaal, Fatemeh Vafaee
🏢University: University of New South Wales, Sydney, Australia
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📲Channel: @Bioinformatics
#review #temporal #systems_biology
📄 A Survey of Large Language Models for Data Challenges in Graphs
📕 Journal: Expert Systems with Applications (I.F.=7.5)
🗓Publish year: 2026
🧑💻Authors: Mengran Li, Pengyu Zhang, Wenbin Xing, ...
🏢University: Shenzhen Campus of Sun Yat-sen University & Chang’an University, China - University of Amsterdam, Amsterdam, Netherlands - Aarhus University, Denmark
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📲Channel: @Bioinformatics
#review #llm
📹 Real-World Network Analysis: From Theory to Practice
🎞 Watch
⚡️Channel: @ComplexNetworkAnalysis
#video #example
📖 A Survey of Graph-Based Frameworks (Representing Higher-Order Networks)
💥Free Book
🗓Publish year: 2026
🧑💻Authors: Takaaki Fujita and Florentin Smarandache
🏢University: University of New Mexico, USA
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⚡️Channel: @ComplexNetworkAnalysis
#book #framework #graph
📃 Multilayer network science: theory, methods, and applications
📔 Journal: Journal of Complex Networks (I.F.=1.5)
🗓 Publish year: 2026
🧑💻Authors: Alberto Aleta, Andreia Sofia Teixeira, Guilherme Ferraz de Arruda, ... (17 Authors)
🏢University: University of Zaragoza, Spain - Northeastern University London & Northeastern University, United Kingdom & United States - Universidade de Lisboa, Portugal, University of Campinas, Brazil, Aix-Marseille University, France, Institute for Scientific Interchange (ISI), Italy
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⚡️Channel: @ComplexNetworkAnalysis
#review #multilayer
📑 Multilayer Networks in Finance: A Systematic Review
🗓 Publish year: 2026
🧑💻Authors: J Scattergood & T Oléron-Evans
🏢University: University College London, England
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⚡️Channel: @ComplexNetworkAnalysis
#review #multi_layer #finance
Repost from Bioinformatics
📄 Graph Learning in Bioinformatics: A Survey of Graph Neural Network Architectures, Biological Graph Construction and Bioinformatics Applications
📘 Journal: Biomolecules (I.F.=4.8)
🗓Publish year: 2026
🧑💻Authors: Lijia Deng, Ziyang Dong, Zhengling Yang, ...
🏢University: University of Electronic Science and Technology of China, China
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📲Channel: @Bioinformatics
#review #gnn #graph
📃 A Survey on Graph Neural Networks
📙 Journal: IEEE Access (I.F.=3.6)
🗓 Publish year: 2026
🧑💻Authors: Xinyang Zhang; Shengrong Li; Haoran Li, ...
🏢Universities: Nanjing University of Aeronautics and Astronautics, China - Monash University & The University of Queensland & University of Wollongong, Australia
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⚡️Channel: @ComplexNetworkAnalysis
#review #graph_neural_network #gnn
📹 AI for Complex Network Analysis and prediction
🎞 Watch
⚡️Channel: @ComplexNetworkAnalysis
#video #ai #prediction
📑 Graph Learning in Bioinformatics: A Survey of Graph Neural Network Architectures, Biological Graph Construction and Bioinformatics Applications
📘 Journal: Biomolecules (I.F.=4.8)
🗓Publish year: 2026
🧑💻Authors: Lijia Deng 1ORCID,Ziyang Dong 2,Zhengling Yang, ...
🏢University: University of Electronic Science and Technology of China, China
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📲Channel: @Bioinformatics
#review #bioinformatics #gnn
