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频道帖子
📑 Explainable AI for Graph-Based Learning: A Survey Beyond Graph Neural Networks
🗓 Publish year: 2026
🧑💻Authors: Margarita Bugueño, Russa Biswas, Gerard de Melo
🏢Universities: Hasso Plattner Institute (HPI) / University of Potsdam, Germany - Aalborg University, Denmark
📎 Study the paper
⚡️Channel: @ComplexNetworkAnalysis
#review #explainable #ai #gnn
| 2 |  📃 Multilayer public transport networks
🗓 Publish year: 2026
🧑💻 Authors: Tina Šfiligoj, Renzo Massobrio, Oded Cats
🏢 Universities: University of Ljubljana, Slovenia — University of Antwerp, Belgium — Delft University of Technology, The Netherlands
🔍 Highlights: A structured review of multilayer network approaches in public transportation, including network modelling, resilience analysis, service planning, and a proposed taxonomy and research agenda for future research.
📎 Study the paper
⚡️Channel: @ComplexNetworkAnalysis
#review #multilayer #transportation | 300 |
| 3 |  📚 Network model selection: A review of methods
🏛Publisher: Springer Nature — SpringerBriefs
🗓 Publication year: 2026
🧑💻Author: Zoran Levnajić
🏢Affiliation: Faculty of Information Studies in Novo mesto, Slovenia
🔍 This review provides a systematic overview of methods for selecting the network model that best explains a given complex network. It categorizes existing approaches, discusses their principles and software availability, and highlights future directions in network model selection.
📎 Study the paper
⚡️Channel: @ComplexNetworkAnalysis
#review #analysis #model | 402 |
| 4 |  +1📄 A Primer on Bayesian Neural Networks: Review and Debates
📙 Journal: Statistical Science (Impact Factor: 2.32)
🗓 Publish year: 2026
🧑💻Authors: Julyan Arbel, Konstantinos Pitas, Mariia Vladimirova, ...
🏢Universities: Centre Inria de l’Universit´e Grenoble Alpes & Criteo AI Lab, France - Helmholtz AI, Munich, Gremany
📎 Study the paper
⚡️Channel: @ComplexNetworkAnalysis
#review #bayesian #neural_network | 445 |
| 5 |  📃 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
📎 Study the paper
⚡️ @ComplexNetworkAnalysis
#review #drug_target #bipartite | 2 730 |
| 6 | 📹 Graph Theory Workshop
🎞 Watch
⚡️ @ComplexNetworkAnalysis
#video #graph | 515 |
| 7 |  📄 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 | 536 |
| 8 | 📹 Graph Engineering
🎞 Watch
⚡️Channel: @ComplexNetworkAnalysis
#video #graph_engineering | 566 |
| 9 |  📃 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
📎 Study the paper
⚡️Channel: @ComplexNetworkAnalysis
#review #graph_neural_network #machine_learning | 502 |
| 10 |  +4📄 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
📎 Study the paper
⚡️Channel: @ComplexNetworkAnalysis
#GNN #GraphNeuralNetworks #Survey | 629 |
| 11 |  📑 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
📎 Study the paper
⚡️Channel: @ComplexNetworkAnalysis
#review #science #education | 624 |
| 12 |  📄 Time-Dependent Graph Generation: A Survey
🗓 Publish year: 2026
🧑💻Authors: Quang Nguyen, Muhammad Farhan, Asiri Wijesinghe
🏢University: The Australian National University, Australia
📎 Study the paper
⚡️Channel: @ComplexNetworkAnalysis
#review #graph_generation #time | 633 |
| 13 |  📃 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
📎 Study the paper
⚡️Channel: @ComplexNetworkAnalysis
#review #graph_representation | 658 |
| 14 |  📑 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
📎 Study the paper
⚡️Channel: @ComplexNetworkAnalysis
#review #knowledge_graph #gnn | 691 |
| 15 |  📃 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
📎 Study the paper
📲Channel: @Bioinformatics
#review #temporal #systems_biology | 616 |
| 16 |  📄 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
📎 Study the paper
📲Channel: @Bioinformatics
#review #llm | 559 |
| 17 | 📹 Real-World Network Analysis: From Theory to Practice
🎞 Watch
⚡️Channel: @ComplexNetworkAnalysis
#video #example | 541 |
| 18 |  📖 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
🌐 Study
⚡️Channel: @ComplexNetworkAnalysis
#book #framework #graph | 613 |
| 19 |  📃 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
📎 Study the paper
⚡️Channel: @ComplexNetworkAnalysis
#review #multilayer | 576 |
| 20 |  📑 Multilayer Networks in Finance: A Systematic Review
🗓 Publish year: 2026
🧑💻Authors: J Scattergood & T Oléron-Evans
🏢University: University College London, England
📎 Study the paper
⚡️Channel: @ComplexNetworkAnalysis
#review #multi_layer #finance | 580 |
