Graph Neural Networks: Research, Papers and Researchers

01Research activity

Graph Neural Networks research by ScholarsColab researchers

What researchers combine with Graph Neural Networks

Words that appear most often in these paper titles. Tap one to see those papers.

Recent focus (2024 onwards): detection, enhancing, model, optimization, prediction.

02Researchers

PhD researchers working on Graph Neural Networks

Every researcher below is registered on ScholarsColab and can be hired as a mentor or for a project. Publication counts are their papers on this topic.

Yi WangZhejiang Normal University3 papers on this topic · 550 citationsXXiaochun ChengSwansea University2 papers on this topic · 109 citationsTianwen ZhaoDaegu Catholic University2 papers on this topic · 0 citationsMohamed SalemMansoura University2 papers on this topic · 0 citationsDimitrios A KarrasProf. Dimitrios A. Karras, PhD Assoc. prof. National and Kapodistrian University of…1 paper on this topic · 51 citationsMMohendra RoyPandit Deendayal Energy University1 paper on this topic · 28 citationsAAbdul Joseph FofanahGriffith University1 paper on this topic · 9 citationsDr Gnanajeyaraman RajaramSaveetha university1 paper on this topic · 6 citationsNNarayan VyasAssistant Professor, Department of Computer Science and Application, Vivekananda Global University, Jaipur1 paper on this topic · 5 citationsADr. Abhishek BajpaiGovernment Engineering College,Kannuaj,India1 paper on this topic · 4 citationsRamya ChinnasamyKongu Engineering College1 paper on this topic · 4 citationsUdham SinghAssociate Professor1 paper on this topic · 3 citationsDr Shweta GoyalGraphic Era Deemed to Be UNiversity1 paper on this topic · 2 citationsP. JayadharshiniKONGU ENGINEERING COLLEGE1 paper on this topic · 1 citationsKazi RedwanAmerican International University-Bangladesh1 paper on this topic · 0 citationsMohit TiwariBharati Vidyapeeth's College of Engineering,Delhi1 paper on this topic · 0 citationsDr Senthil Kumar PSRM Institute of Science and Technology Tiruchirappalli, Tamil Nadu, India1 paper on this topic · 0 citationsRAJKUMAR YESURAJVIT-AP UNIVERSITY1 paper on this topic · 0 citationsB HarichandanaRajarajeswari college of engineering1 paper on this topic · 0 citationsDr R A ThakurSymbiosis skills and Professional University Pune1 paper on this topic · 0 citationsSanju XaviarUniversity of AlbertaLists Graph Neural Networks as a research area

03Papers

Research papers on Graph Neural Networks

1. Graph neural networks for graphs with heterophily: A survey2026468 citationsIEEE Transactions on Knowledge and Data EngineeringYi Wang
2. Multi-level graph neural network for text sentiment analysis202184 citationsComputers and Electrical EngineeringXiaochun Cheng
3. Natural language processing using graph neural network for text classification202251 citationsDimitrios A Karras
4. Study-GNN: a novel pipeline for student performance prediction based on multi-topology graph neural networks202246 citationsSustainabilityYi Wang
5. Enhancing text classification by graph neural networks with multi-granular topic-aware graph202336 citationsIEEE AccessYi Wang
6. Modelling social context for fake news detection: a graph neural network based approach202228 citationsMohendra Roy
7. Taxi demand forecasting based on the temporal multimodal information fusion graph neural network: W. Liao et al.202225 citationsApplied IntelligenceXiaochun Cheng
8. EATSA-GNN: Edge-Aware and Two-Stage attention for enhancing graph neural networks based on teacher–student mechanisms for graph node classification20259 citationsNeurocomputingAbdul Joseph Fofanah
9. Enhancing the accuracy in food image recognition using recurrent neural network model in comparison with graph neural network model20246 citationsDr Gnanajeyaraman Rajaram
10. Distributed Deep Reinforcement Learning with Graph Neural Networks for Personalized Drug Interaction Analysis20235 citationsNarayan Vyas
11. Enhanced Potato Leaf Disease Detection through Multi-Modal Fusion of Graph Neural Networks and ResNet1820244 citationsDr. Abhishek Bajpai
12. Contextual Internet of Things Intrusion Detection: A Sliding Window Convolutional Neural Network–Gated Recurrent Unit Model Enhanced by Graph Neural Networks20254 citationsCureus JournalsRamya Chinnasamy
13. Enhancing Social Media Sarcasm Detection Using Chicken Swarm Optimization and Graph Neural Networks20243 citationsUdham Singh
14. Prevention of Data Privacy and Recommendations using Federated Graph Neural Network20242 citationsDr Shweta Goyal
15. The Impact of Digital Twin in Industry 4.0 Using Graph Neural Network: An Approach to Explainability in the Manufacturing Industry20251 citationsDistributed Deep Learning and Explainable AI (XAI) in IndustryP. Jayadharshini
16. Comparative Analysis of Heap Algorithms for Anomaly Localization in Dynamic Graph Neural Networks20250 citationsKazi Redwan
17. Predictive Analytics for Smart City Resource Optimization Using Graph Neural Networks20250 citationsMohit Tiwari
18. Deep Learning and Reinforcement Learning for Proactive Ransomware Detection: A Behavioral-Attention Graph Neural Network Approach20250 citationsDr Senthil Kumar P
19. Synchronous Emotional Dynamics in Human-AI Collaborative Networks: A Temporal Graph Neural Network Approach20260 citationsRAJKUMAR YESURAJ
20. An attention-guided graph neural network and U-Net++-based reservoir porosity prediction system20250 citationsJournal of Seismic ExplorationTianwen Zhao
21. Global crude oil trade flow prediction based on graph neural networks20250 citationsTianwen Zhao
22. Accelerated Discovery of 2D OptoelectronicMaterials via Interpretable Graph Neural Networks and High Throughput DFT Screening20250 citationsMohamed Salem
23. Hybrid physics-informed deep learning with explainable graph neural networks for climate-driven biodiversity forecasting: A multi-scale approach0 citationsMohamed Salem
24. Graph Neural Networks-Guided Code Optimization System for Software Performance Enhancement20250 citationsB Harichandana
25. G4Edu: Explainable Graph Neural Network (GNN) Model for Student Academic Performance Prediction with GraphLIME and GNNExplainer20260 citationsDr R A Thakur

04Journals

Journals that publish Graph Neural Networks research

Where our researchers published their papers on this topic, with each journal’s indexing.

*Impact factor and quartile calculated from OpenAlex open data where available; official Journal Impact Factors are published by Clarivate. Indexing from the SCIE, SSCI, AHCI, ESCI, Scopus and JCR 2024 lists. Find the right journal for your own paper →

05Top 2% scientists

World’s Top 2% scientists in Artificial Intelligence & Image Processing

The Stanford/Elsevier World’s Top 2% Scientists list ranks researchers by a composite citation indicator. Artificial Intelligence & Image Processing is the research subfield closest to Graph Neural Networks in that list; 10,979 researchers from 94 countries are listed in it.

Source: Elsevier Data Repository, Ioannidis et al., 2026 edition, citations to the end of 2025 (career-long ranking). ScholarsColab is not affiliated with Stanford University or Elsevier, and the researchers listed are not ScholarsColab mentors unless marked so above.

06Related topics

Topics related to Graph Neural Networks

Topics that share the most papers with Graph Neural Networks in our researchers’ work:

• Neural Network819 papers · 267 researchers
• Reinforcement Learning (RL)105 papers · 62 researchers
• Deep Learning (DL)968 papers · 331 researchers

07Questions

Frequently asked questions