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πŸ“ƒ A Survey on Graph Neural Networks

πŸ“™ Journal: IEEE Access (I.F.=3.6)
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Publish year: 2026

πŸ§‘β€πŸ’»Authors: Xinyang ZhangShengrong LiHaoran 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
πŸ‘1
Forwarded from Bioinformatics
πŸ“„ Graph Learning in Bioinformatics: A Survey of Graph Neural Network Architectures, Biological Graph Construction and Bioinformatics Applications

πŸ“˜ Journal: Biomolecules (I.F.=4.8)
πŸ—“Publish year: 2026

πŸ§‘β€πŸ’»Authors: Lijia Deng, Ziyang Dong, Zhengling Yang, ...
🏒University: University of Electronic Science and Technology of China, China

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πŸ“²Channel: @Bioinformatics
#review #gnn #graph
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πŸ“‘ Multilayer Networks in Finance: A Systematic Review

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Publish year: 2026

πŸ§‘β€πŸ’»Authors: J Scattergood & T OlΓ©ron-Evans
🏒University: University College London, England

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⚑️Channel: @ComplexNetworkAnalysis
#review #multi_layer #finance
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πŸ“ƒ Multilayer network science: theory, methods, and applications

πŸ“” Journal: Journal of Complex Networks (I.F.=1.5)
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Publish year: 2026

πŸ§‘β€πŸ’»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
πŸ‘2❀1
πŸ“– A Survey of Graph-Based Frameworks (Representing Higher-Order Networks)
πŸ’₯Free Book

πŸ—“Publish year: 2026

πŸ§‘β€πŸ’»
Authors: Takaaki Fujita and Florentin Smarandache
🏒University: University of New Mexico, USA

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⚑️Channel: @ComplexNetworkAnalysis
#book #framework #graph
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πŸ“„ A Survey of Large Language Models for Data Challenges in Graphs

πŸ“• Journal: Expert Systems with Applications (I.F.=7.5)
πŸ—“Publish year: 2026

πŸ§‘β€πŸ’»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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πŸ“²Channel: @Bioinformatics
#review #llm
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Forwarded from Bioinformatics
πŸ“ƒ Temporal network analysis in systems biology: concepts, inference, and validation

πŸ“• Journal: Frontiers in Bioinformatics (I.F.=3.6)
πŸ—“Publish year: 2026

πŸ§‘β€πŸ’»Authors: Abir Khazaal, Fatemeh Vafaee
🏒University: University of New South Wales, Sydney, Australia

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πŸ“²Channel: @Bioinformatics
#review #temporal #systems_biology
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πŸ“‘ Knowledge Graphs Meet Graph Neural Networks: A Comprehensive Survey

πŸ“— Journal: Biomolecules (I.F.=4.8)
πŸ—“Publish year: 2026

πŸ§‘β€πŸ’»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
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πŸ“ƒ Graph Representation Learning in Complex Networks: Recent Advances and Open Challenges

πŸ““ Journal: Journal of Artificial Intelligence for Automation
πŸ—“ Publish year: 2026

πŸ§‘β€πŸ’»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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#review #graph_representation
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πŸ“„ Time-Dependent Graph Generation: A Survey

πŸ—“ Publish year: 2026

πŸ§‘β€πŸ’»Authors: Quang Nguyen, Muhammad Farhan, Asiri Wijesinghe
🏒University: The Australian National University, Australia

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⚑️Channel: @ComplexNetworkAnalysis
#review #graph_generation #time
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πŸ“‘ A review on the use of complex networks in science education research

πŸ—“ Publish year: 2026

πŸ§‘β€πŸ’»Authors: Paula TuzΒ΄on, Juan GarcΒ΄Δ±a-Castillo, and Juan FernΒ΄andez-Gracia
🏒University: Universidad de Valencia, Spain

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⚑️Channel: @ComplexNetworkAnalysis
#review #science #education
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πŸ“„ Graph Neural Networks Applications Across Domains: All Insights You Need

πŸ“• Journal: arXiv preprint (not yet peer-reviewed)
πŸ—“ Publish year: 2026

πŸ§‘β€πŸ’»Authors: Abderaouf Bahi
🏒University: Chadli Bendjedid University of El Tarf, Algeria

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⚑️Channel: @ComplexNetworkAnalysis
#GNN #GraphNeuralNetworks #Survey
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πŸ“ƒ Introduction to Graph Neural Networks for Machine Learning Engineers

πŸ“˜ Journal: ACM Computing Surveys (πŸ”₯I.F.=28)
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Publish year: 2026

πŸ§‘β€πŸ’»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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