Graph Neural Networks

Also known as GNN

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Latest papers 683

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. Random Probing for Structural Self-Interactions in Graph Neural Networks

    Oct 13, 2026Saku Peltonen, H. Çağrı Bilgi, Kubilay AtasuGraph Neural NetworksGraph Representation Learning

    ETH Zurich · TU Delft

  2. When Missingness Follows the Graph: Beyond Feature Propagation for Missing Features

    Oct 13, 2026Enrico Chialà, Francesco Ferrini, Antonio Longa +4Learning with Missing DataGraph Neural Networks

    University of Trento · Fondazione Bruno Kessler · UiT, The Arctic University of Norway +1

  3. Privacy-Preserving GNN Inference on Financial Transaction Graphs via Homomorphic Encryption

    Oct 13, 2026H. Çağrı Bilgi, Kemal Mutluergil, Ceren Yıldırım +2Privacy-Preserving MLGraph Neural Networks

    Sabancı University, Istanbul, Türkiye

  4. Constant-Depth Rational-Weight GNNs and their Connection to Schanuel's Conjecture

    Oct 12, 2026Daumantas Kojelis, Carsten LutzGraph Neural NetworksGNN Expressivity

    Institute of Computer Science, Leipzig University, Leipzig, Germany · Institute of Computer Science, Leipzig University and ScaDS.AI Dresden/Leipzig, Leipzig, Germany

  5. An Attention-Guided Graph Neural Network Surrogate for Boundary Integral Computation in Physical Field Reconstruction

    Oct 11, 2026RongZe Gao, YuWei Wu, XinRan Ji +1PDE Surrogate ModelingPDE Inverse Problems

    The School of Civil and Architectural Engineering, Hainan University, HaiKou, 570000, Chain.

  6. Fitting Every Hint Is Not Enough: Premature Floods in Recurrent Algorithmic Reasoners

    Oct 10, 2026Amin Najafgholizadeh, Mohsen AfsharchiNeural Algorithmic ReasoningGraph Neural Networks

    University of Zanjan

  7. Edge-Native Temporal--Graph Dual-Expert Inference for Dexterous Grasp Classification

    Oct 10, 2026Jiajian Zheng, Bin Zhang, Wen Fan +1Robotic GraspingRobotic Perception

    School of Microelectronics Shanghai University Shanghai, 201800, China · Department of Bioengineering Imperial College London London SW7 2AZ, United Kingdom

  8. Amortized Counterfactual Prediction with Graph Neural Networks

    Oct 9, 2026Hendrik Stumpf, Francesco QuinzanCounterfactual PredictionCausal Inference

    Department of Computer Science, University of Oxford · Department of Engineering, University of Oxford

  9. Batch Before You Lift: Scalable Topological Deep Learning on Large Graphs

    Oct 8, 2026David Leko, Luka Benić, Guillermo Bernárdez +3Topological Representation LearningGraph Neural Networks

    IMOS Lab, EPFL, Lausanne, Switzerland · University of Zagreb, Zagreb, Croatia · UC Santa Barbara, Santa Barbara, USA +1

  10. Evi-VN: Hard Region Guided Virtual Node Evidence Injection for GNN-Based Fraud Detection

    Oct 8, 2026Jiran Tao, Yifan Wu, Binyan JiangGraph Neural NetworksFinancial Fraud Detection

    The Hong Kong Polytechnic University

  11. Compactness and Consistency: A Conjoint Framework for Deep Graph Clustering

    Oct 8, 2026Wei Ju, Siyu Yi, Kangjie Zheng +6Graph ClusteringDeep Clustering

    College of Computer Science, Sichuan University · College of Mathematics, Sichuan University · Wellcome Sanger Institute +4

  12. Higher-Order Morphology Priors for Quadruped Reinforcement Learning Under Actuator Degradation

    Oct 7, 2026Derek You, Zafir Shamsi, Keqin Wang +1RL for Legged LocomotionQuadruped Locomotion

    Edison Academy Magnet School. · South Brunswick High School. Work done during the Princeton Laboratory Learning Program. · Princeton University.

  13. Oscillatory Neural Dynamics over Sheaves

    Oct 7, 2026Jan-Willem Van Looy, Alessandro Trenta, Alessio Gravina +5Graph Neural NetworksGraph Representation Learning

    FaBiT, University of Bologna · Department of Computer Science, University of Pisa · Department of Computer, Control and Management Engineering, Sapienza University of Rome +1

  14. Node-level Graph Neural Architecture Search Framework

    Oct 7, 2026Lintao Yanga, Sirui Lia, Yaqing Wang +4Graph Neural NetworksNeural Architecture Search

    College of Information Science and Engineering, Ningbo University, Ningbo, 315211, China · Department of Computer Science and Technology, University of Cambridge, Cambridge, CB3 0FD, UK · School of Artificial Intelligence, Jilin University, Changchun, 130015, China

  15. EDiS: Edge Disjoint Subgraph Sparsification Framework for Graph Neural Networks

    Oct 6, 2026Sai Karthik Navuluru, Siddhartha Shankar Das, Franck Dernoncourt +7Graph SparsificationGraph Neural Networks

    University of Texas at Dallas · Pacific Northwest National Laboratory · Adobe Research +3

  16. From the Drosophila Visual Connectome to General-Purpose Computer Vision

    Oct 6, 2026Zongyu Li, Akito Yamauchi, Huaizhi Liu +4Graph Neural NetworksImage Classification

    Department of Biomedical Engineering, Columbia University, New York, NY, USA · Department of Electrical Engineering, Columbia University, New York, NY, USA · Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA +2

  17. Complementary Supervised and Self-Supervised Representations for Out-of-Distribution Graph Learning

    Oct 6, 2026Qingying Hao, Zikang Chen, Chuxuan Hu +4Graph Neural NetworksGraph Representation Learning

    ShanghaiTech University Shanghai, China · University of Illinois Urbana-Champaign Urbana, Illinois, USA · The Pennsylvania State University University Park, Pennsylvania, USA

  18. Neural Algorithmic Reasoning for Graph Saddle Point Problems

    Oct 5, 2026Samantha Chen, Jesse He, Coleman Clougherty +2Primal-Dual OptimizationGraph Neural Networks

    Oberlin College · Department of Computer Science, Oberlin College · University of California, San Diego +2

  19. Inverse Cross-spectral Neural Networks for Multivariate Time Series

    Oct 5, 2026Lorenzo Marinucci, Leonardo Di Nino, Gabriele D'Acunto +2Graph Neural NetworksSpectral Graph Convolution

    Statistical Sciences Dept., Sapienza University of Rome, Italy · DIET Dept., Sapienza University of Rome, Italy

  20. FairProp: Fair Node Representation Learning via Differentiable Propagation Layers

    Oct 5, 2026Emmanouil Kariotakis, Aritra KonarGraph Neural NetworksGraph Representation Learning

    Department of Electrical Engineering (ESAT-STADIUS), KU Leuven, Belgium

  21. Stability-Shaped Deep Graph Learning

    Oct 5, 2026Junyou Zhu, Langzhou He, Fenying Cai +7Graph Neural Networks

    Department of Complexity Science, Potsdam Institute for Climate Impact Research, 14473 Potsdam, Germany · Machine Learning Group, Technical University of Berlin, 10587 Berlin, Germany · Department of Computer Science, University of Illinois at Chicago, Chicago, IL 60607, USA +6

  22. Joint Precision Neural Networks: Task-Aware Dependency and Predictive Learning

    Oct 5, 2026Andrea Cavallo, Samuel Rey, Antonio G. Marques +1Graph Structure LearningGraph Neural Networks

    INSY Department, Delft University of Technology · Department of Signal Theory and Communications, King Juan Carlos University

  23. Global Communication or Graph-Specific Memory?

    Oct 5, 2026Hamed Shirzad, Danica J. SutherlandGraph Neural NetworksTransductive Learning

    University of British Columbia

  24. GNN-CB: A Graph Neural Network Competition Benchmark for Human and LLM Evaluation

    Oct 4, 2026Murad Hossen, Tasneem Selim, Gurur Gamgam +22LLM EvaluationGraph Neural Networks

    University of Houston, Texas,USA · BASIRA Lab, Department of Computing, Imperial College London, United Kingdom · Department of Mathematics and Computer Science, Faculty of Science, Alexandria University, Alexandria, Egypt +23

  25. Efficient Neural Surrogates for Linear Radiation Transport on the Lattice and Hohlraum benchmarks

    Oct 3, 2026Carmelo Gonzales, Steffen Schotthöfer, Cory D. HauckNeural Surrogate ModelingPDE Surrogate Modeling

    NVIDIA, Santa Clara, US · Seamless Labs, Mountain View, US · Oak Ridge National Laboratory

  26. Path Laplacian Encodings for Directed Graphs

    Oct 3, 2026Lydia Mezrag, Semih Cantürk, Michael Perlmutter +2Positional EncodingGraph Neural Networks

    Université de Montréal · Mila – Quebec AI Institute · Boise State University +1

  27. Revisiting the Generalization of Neural Graph Edit Distance Models

    Oct 3, 2026Zhouyang Liu, Ning Liu, Yixin Chen +2Cross-Dataset GeneralizationGraph Matching

    National University of Defense Technology · Information Support Force Engineering University

  28. Mitigating Over-squashing without Rewiring: A Sheaf Effective Resistance Perspective

    Oct 3, 2026André Ribeiro, Germano Barcelos, Amauri H. Souza +2Graph Neural NetworksSheaf Neural Networks

    Getulio Vargas Foundation · Federal University of Viçosa · Federal Institute of Ceará, 2δ AI +2

  29. Gated Graph Neural Networks for Learning Hidden Independent Cascade Dynamics

    Oct 2, 2026Anubha Goel, Illia Oleksiienko, Mateusz Wilinski +2Parameter EstimationGraph Neural Networks

  30. Get a GRIP, this will be a long TRIP: A Quantifiable Long-Range Framework for Verifying Over-squashing

    Oct 2, 2026Ferran Hernandez Caralt, Simon Heilig, Adrián Bazaga +3Graph Neural NetworksGraph Representation Learning

    Department of Computer Science and Technology, University of Cambridge, UK · Faculty of Computer Science, Ruhr University Bochum, Germany · Microsoft, London, UK +1