Graph Neural Networks

Also known as GNN

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88 papers in the last four weeks, up 31% on the four weeks before. 0.5% of all new papers.

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  1. Decoding Functional Networks for Visual Categories via GNNs

    Mar 30, 2026Shira Karmi, Galia Avidan, Tammy Riklin RavivVisual NeuroscienceBrain Network Analysis

    The School of Electrical and Computer Engineering, Ben-Gurion University of the Negev · The School of Brain Sciences and Cognition, Ben-Gurion University of the Negev · Psychology Department, Ben-Gurion University of the Negev

  2. FairGC: Fairness-aware Graph Condensation

    Mar 30, 2026Yihan Gao, Chenxi Huang, Wen Shi +5Algorithmic FairnessGroup Fairness

    College of Computer Science and Technology, Jilin University, Changchun, China · Key Laboratory of Advanced Design and Intelligent Computing, Dalian University, Dalian, China · School of Computing Technologies, RMIT University, Melbourne, Australia +1

  3. NeiGAD: Augmenting Graph Anomaly Detection via Spectral Neighbor Information

    Mar 30, 2026Qing Qing, Huafei Huang, Mingliang Hou +2Anomaly DetectionGraph Neural Networks

    College of Computer Science and Technology, Jilin University, Changchun 130012, China · School of Computer Science and Information Technology, Adelaide University, SA 5095, Australia · Guangdong Institute of Smart Education, Jinan University, Guangzhou 510632, China +1

  4. Cross-attentive Cohesive Subgraph Embedding to Mitigate Oversquashing in GNNs

    Mar 29, 2026Tanvir Hossain, Muhammad Ifte Khairul Islam, Lilia Chebbah +2Graph Neural NetworksGraph Representation Learning

    Department of Computer Science, Georgia State University, Atlanta, GA 30302, USA · Department of Data Science and Analytics, Kennesaw State University, 1000 Chastain Road, Kennesaw, GA 30144, USA

  5. GSR-GNN: Training Acceleration and Memory-Saving Framework of Deep GNNs on Circuit Graph

    Mar 28, 2026Yuebo Luo, Shiyang Li, Yifei Feng +3Graph Neural NetworksMemory-Efficient Training

    University of Minnesota, Twin Cities Minneapolis, Minnesota, USA · New York University Brooklyn, New York, USA · Stevens Institute of Technology Hoboken, New Jersy, USA

  6. Topology-Aware Graph Reinforcement Learning for Energy Storage Systems Optimal Dispatch in Distribution Networks

    Mar 27, 2026Shuyi Gao, Stavros Orfanoudakis, Shengren Hou +2Power SystemsRL Control

    Department of Electrical Sustainable Energy, Delft University of Technology, Mekelweg 4, Delft, 2628 CD, The Netherlands · Beijing Energy Quant Ltd., Haidian, Beijing, 53100, China

  7. Geometric Evolution Graph Convolutional Networks: Enhancing Graph Representation Learning via Ricci Flow

    Mar 27, 2026Jicheng Ma, Yunyan Yang, Juan Zhao +1Graph Representation LearningGraph Neural Networks

    School of Mathematics, Renmin University of China, Beijing, China. · School of Mathematical Sciences, Key Laboratory of Mathematics and Complex Systems of MOE, Beijing Normal University, Beijing, China.

  8. On the Complexity of Optimal Graph Rewiring for Oversmoothing and Oversquashing in Graph Neural Networks

    Mar 27, 2026Mostafa Haghir ChehreghaniGraph Neural NetworksGraph Rewiring

    Department of Computer Engineering, Amirkabir University of Technology (Tehran Polytechnic), Tehran, Iran

  9. PEANUT: Perturbations by Eigenvector Alignment for Attacking Graph Neural Networks Under Topology-Driven Message Passing

    Mar 27, 2026Bhavya Kohli, Biplab SikdarAdversarial AttacksGraph Neural Networks

    National University of Singapore, Singapore

  10. Are LLM-Enhanced Graph Neural Networks Robust against Poisoning Attacks?

    Mar 27, 2026Yuhang Ma, Jie Wang, Zheng YanGraph Neural NetworksAdversarial Robustness

    State Key Laboratory of Integrated Services Networks, School of Cyber Engineering, Xidian University, China · Hangzhou Institute of Technology, Xidian University, China

  11. Vision Transformers and Graph Neural Networks for Charged Particle Tracking in the ATLAS Muon Spectrometer

    Mar 26, 2026Jonathan RenuschHigh-Energy PhysicsGraph Neural Networks

    on behalf of the ATLAS Collaboration · CERN, Geneva, Switzerland

  12. Autotuning T-PaiNN: Enabling Data-Efficient GNN Interatomic Potential Development via Classical-to-Quantum Transfer Learning

    Mar 25, 2026Vivienne Pelletier, Vedant Bhat, Daniel J. Rivera +2Machine Learning Interatomic PotentialsData-Efficient Learning

    Materials Science & Engineering, School for the Engineering of Matter, Transport, & Energy, Arizona State University, 551 E. Tyler Mall, Tempe Arizona, 85287, USA · Chemical Engineering, School for the Engineering of Matter, Transport, & Energy, Arizona State University, 551 E. Tyler Mall, Tempe Arizona, 85287, USA

  13. CGRL: Causal-Guided Representation Learning for Node-Level Out-of-Distribution Generalization

    Mar 25, 2026Bowen Lu, Lianqiang Yang, Teng Li +1OOD GeneralizationGraph Neural Networks

    Anhui University, Hefei, China · Carnegie Mellon University, Pittsburgh, Commonwealth of Pennsylvania, USA

  14. Cost-Sensitive Neighborhood Aggregation for Heterophilous Graphs: When Does Per-Edge Routing Help?

    Mar 25, 2026Eyal WeissGraph Neural NetworksGraph Heterophily

    Computer Science Faculty, Technion — Israel Institute of Technology

  15. Learning Mesh-Free Discrete Differential Operators with Self-Supervised Graph Neural Networks

    Mar 25, 2026Lucas Gerken Starepravo, Georgios Fourtakas, Steven Lind +3Neural PDE SolversGraph Neural Networks

    School of Engineering, The University of Manchester, Manchester, UK · School of Engineering, Cardiff University, Cardiff, UK

  16. Reservoir-Based Graph Convolutional Networks

    Mar 25, 2026Mayssa Soussia, Gita Ayu Salsabila, Mohamed Ali Mahjoub +1Graph Neural NetworksConvolutional Neural Networks

    National Engineering School of Sousse, University of Sousse, LATIS – Laboratory of Advanced Technology and Intelligent Systems, 4023, Sousse, Tunisia. · BASIRA Lab, Imperial-X and Department of Computing, Imperial College London, London, UK.

  17. KCLNet: Electrically Equivalence-Oriented Graph Representation Learning for Analog Circuits

    Mar 25, 2026Peng Xu, Yapeng Li, Tinghuan Chen +2Representation LearningGraph Representation Learning

    Department of Computer Science & Engineering, The Chinese University of Hong Kong · School of Science and Engineering, The Chinese University of Hong Kong (Shenzhen)

  18. The impact of sensor placement on graph-neural-network-based leakage detection

    Mar 25, 2026J. J. H. van Gemert, V. Breschi, D. R. Yntema +2Fault DetectionGraph Neural Networks

    Control Systems Group, Dept. of Electrical Engineering, Eindhoven University of Technology, 5600MB Eindhoven, The Netherlands · Wetsus, Centre of Excellence for Sustainable Water Technology, 8900MA Leeuwarden, The Netherlands. · Mathematical and Statistical Methods – Biometris, Wageningen University, 6708PB Wageningen, the Netherlands

  19. LineMVGNN: Anti-Money Laundering with Line-Graph-Assisted Multi-View Graph Neural Networks

    Mar 24, 2026Chung-Hoo Poon, James Kwok, Calvin Chow +1Financial Fraud DetectionGraph Neural Networks

    Logistics and Supply Chain MultiTech R&D Centre, Level 11, Cyberport 2, 100 Cyberport Road, Hong Kong · Department of Computer Science and Engineering, The Hong Kong University of Science and Technology, Clear Water Bay, Kowloon, Hong Kong

  20. Can Graph Foundation Models Generalize Over Architecture?

    Mar 24, 2026Benjamin Gutteridge, Michael Bronstein, Xiaowen DongGraph Foundation ModelsGraph Neural Networks

    University of Oxford · AITHYRA

  21. Avoiding Over-smoothing in Social Media Rumor Detection with Pre-trained Propagation Tree Transformer

    Mar 24, 2026Chaoqun Cui, Caiyan JiaFake News DetectionGraph Transformer

    Beijing Key Laboratory of Traffic Data Mining and Embodied Intelligence, Beijing Jiaotong University, Beijing 100044, China

  22. Universal and efficient graph neural networks with dynamic attention for machine learning interatomic potentials

    Mar 24, 2026Shuyu Bi, Zhede Zhao, Qiangchao Sun +3Machine Learning Interatomic PotentialsGraph Neural Networks

    School of Materials Science and Engineering & State Key Laboratory of Advanced Refractories & State Key Laboratory of Advanced Special Steels, Shanghai University, Shanghai, 200444, P. R. China.

  23. CLiGNet: Clinical Label-Interaction Graph Network for Medical Specialty Classification from Clinical Transcriptions

    Mar 24, 2026Pronob Kumar Barman, Pronoy Kumar BarmanClinical NLPGraph Neural Networks

    University of Maryland, Baltimore County, Department of Information Systems, Baltimore, MD, USA · Jagannath University, Department of Statistics, Dhaka, Bangladesh

  24. Improving LLM Final Representations with Inter-Layer Geometry

    Mar 24, 2026Tom Ulanovski, Eyal Blyachman, Maya Bechler-SpeicherGraph Neural NetworksRepresentation Geometry in Language Models

    Blavatnik School of Computer Science, Tel Aviv University · Tel Aviv University · Meta AI

  25. Symbolic Graph Networks for Robust PDE Discovery from Noisy Sparse Data

    Mar 23, 2026Xingyu Chen, Junxiu An, Jun Guo +1PDE DiscoveryGraph Neural Networks

    School of Software Engineering, Chengdu University of Information Technology, Chengdu, 610225, China · School of Statistics, Chengdu University of Information Technology, Chengdu, 610103, China · College of Applied Mathematics, Chengdu University of Information Technology, Chengdu, 610225, China +1

  26. MISApp: Multi-Hop Intent-Aware Session Graph Learning for Next App Prediction

    Mar 23, 2026Yunchi Yang, Longlong Li, Jianliang Wu +1Sequential RecommendationRecommender Systems

    School of Physical and Mathematical Sciences, Nanyang Technological University, Singapore 637371, Singapore · School of Mathematics, Shandong University, Jinan 250100, China · Data Science Institute, Shandong University, Jinan 250100, China

  27. Dynamic Fusion-Aware Graph Convolutional Neural Network for Multimodal Emotion Recognition in Conversations

    Mar 22, 2026Tao Meng, Weilun Tang, Yuntao Shou +4Emotion Recognition in ConversationsMultimodal Emotion Recognition

    College of Computer and Mathematics, Central South University of Forestry and Technology, 410004, Hunan, Changsha, China · Department of Computer Science, State University of New York, New Paltz, New York, 12561, USA

  28. GraPHFormer: A Multimodal Graph Persistent Homology Transformer for the Analysis of Neuroscience Morphologies

    Mar 21, 2026Uzair Shah, Marco Agus, Mahmoud Gamal +5Topological Representation LearningMultimodal Graph Learning

    Hamad Bin Khalifa University, Qatar · University of Turin, Italy · Neuroscience Institute Cavalieri Ottolenghi, Italy +3

  29. Adversarial Attacks on Locally Private Graph Neural Networks

    Mar 21, 2026Matta Varun, Ajay Kumar Dhakar, Yuan Hong +1Adversarial AttacksGraph Neural Networks

    Indian Institute of Technology Kharagpur, India · University of Connecticut, USA

  30. SDE-Driven Spatio-Temporal Hypergraph Neural Networks for Irregular Longitudinal fMRI Connectome Modeling in Alzheimer's Disease

    Mar 20, 2026Ruiying Chen, Yutong Wang, Houliang Zhou +3Irregular Time-Series ModelingAlzheimer's Disease

    Lehigh University, Bethlehem, PA, USA · New York University, New York, NY, USA · University of Pennsylvania, Philadelphia, PA, USA