Graph Neural Networks

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Graph RepresentationsGraph Representation LearningHeterogeneous Graph TransformersGraph Foundation ModelMaximum Independent SetText-Attributed GraphMessage Passing Neural NetworksSubgraphs

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Period ending 2026-09-21

10 new papers

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Period ending 2026-09-14

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Period ending 2026-09-07

12 new papers

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422 papers

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  1. TRAVELFRAUDBENCH: A Configurable Evaluation Framework for GNN Fraud Ring Detection in Travel Networks

    Apr 22, 2026Bhavana SajjaFraud DetectionGraph Neural Networks

  2. Gauge-Equivariant Graph Neural Networks for Lattice Gauge Theories

    Apr 22, 2026Ali Rayat, Yaohang Li, Gia-Wei ChernEffective Field TheoryGauge

  3. F\textsuperscript{2}LP-AP: Fast & Flexible Label Propagation with Adaptive Propagation Kernel

    Apr 22, 2026Yutong Shen, Ruizhe Xia, Jingyi Liu +1Graph Neural NetworksText-Attributed Graph

  4. Evaluating Assurance Cases as Text-Attributed Graphs for Structure and Provenance Analysis

    Apr 22, 2026Fariz Ikhwantri, Dusica MarijanReasoning GraphsAssurance

  5. Forecasting Individual NetFlows using a Predictive Masked Graph Autoencoder

    Apr 22, 2026Georgios Anyfantis, Pere Barlet-RosGraph Neural NetworksAccurate Traffic Forecasting

  6. Mechanistic Interpretability Tool for AI Weather Models

    Apr 22, 2026Kirsten I. Tempest, Matthias Beylich, George C. CraigArtificial Intelligence Weather ModelsMechanistic Interpretability

  7. Robustness of Spatio-temporal Graph Neural Networks for Fault Location in Partially Observable Distribution Grids

    Apr 22, 2026Burak Karabulut, Carlo Manna, Chris DevelderTemporal Graph Neural NetworksGraph Neural Networks

  8. Sheaf Neural Networks on SPD Manifolds: Second-Order Geometric Representation Learning

    Apr 22, 2026Yuhan Peng, Junwen Dong, Yuzhi Zeng +6SheafGraph Neural Networks

  9. Concept Graph Convolutions: Message Passing in the Concept Space

    Apr 22, 2026Lucie Charlotte Magister, Pietro LioGraph Neural Networks

  10. When Graph Structure Becomes a Liability: A Critical Re-Evaluation of Graph Neural Networks for Bitcoin Fraud Detection under Temporal Distribution Shift

    Apr 21, 2026Saket MagantiGraph Neural NetworksFraud Detection

  11. The Logical Expressiveness of Topological Neural Networks

    Apr 21, 2026Amirreza Akbari, Amauri H. Souza, Vikas GargGraph Neural NetworksPropositions

  12. Learning Posterior Predictive Distributions for Node Classification from Synthetic Graph Priors

    Apr 21, 2026Jeongwhan Choi, Jongwoo Kim, Woosung Kang +1Graph Neural NetworksGraph Representations

  13. Subgraph Concept Networks: Concept Levels in Graph Classification

    Apr 20, 2026Lucie Charlotte Magister, Alexander Norcliffe, Iulia Duta +1Graph Neural NetworksSubgraphs

  14. Multi-View Hierarchical Graph Neural Network for Sketch-Based 3D Shape Retrieval

    Apr 20, 2026Hang Cheng, Muyan He, Mingyu Fan +33D RepresentationGraph Neural Networks

  15. Contraction and Hourglass Persistence for Learning on Graphs, Simplices, and Cells

    Apr 19, 2026Mattie Ji, Indradyumna Roy, Vikas GargPersistent HomologyGraph Neural Networks

  16. DuConTE: Dual-Granularity Text Encoder with Topology-Constrained Attention for Text-attributed Graphs

    Apr 19, 2026Lexuan Liang, Tao Zou, Xuxiang Ta +1Text-Attributed GraphGraph Neural Networks

  17. A phenotype-driven and evidence-governed framework for knowledge graph enrichment and hypotheses discovery in population data

    Apr 18, 2026Adela Bâra, Simona-Vasilica OpreaKnowledge GraphsHypothesis Generation

  18. LAGS: Low-Altitude Gaussian Splatting with Groupwise Heterogeneous Graph Learning

    Apr 18, 2026Yikun Wang, Yujie Wan, Wei Zuo +4Dynamic Scene ReconstructionLight Detection And Ranging

  19. Scalable Quantum Error Mitigation with Physically Informed Graph Neural Networks

    Apr 18, 2026Huaxin Wang, Xinge Wu, Jiajun Liu +4Quantum Error CorrectionQuantum Circuit Simulation

  20. A Structure-Preserving Graph Neural Solver for Parametric Hyperbolic Conservation Laws

    Apr 17, 2026Jiamin Jiang, Shanglin Lv, Jingrun ChenNeural SolversSurrogate Models

  21. How Embeddings Shape Graph Neural Networks: Classical vs Quantum-Oriented Node Representations

    Apr 16, 2026Nouhaila Innan, Antonello Rosato, Alberto Marchisio +1Graph Neural Networks

  22. Beyond the Laplacian: Doubly Stochastic Matrices for Graph Neural Networks

    Apr 16, 2026Zhaobo Hu, Vincent Gauthier, Mehdi NaimaGraph Neural NetworksGraph Laplacians

  23. PUFFIN: Protein Unit Discovery with Functional Supervision

    Apr 16, 2026Gökçe Uludoğan, Buse Giledereli, Elif Ozkirimli +1Protein Data BankProtein

  24. CPGRec+: A Balance-oriented Framework for Personalized Video Game Recommendations

    Apr 16, 2026Xiping Li, Aier Yang, Jianghong Ma +4Recommender SystemsRecommendation

  25. Transferable FB-GNN-MBE Framework for Potential Energy Surfaces: Data-Adaptive Transfer Learning in Deep Learned Many-Body Expansion Theory

    Apr 10, 2026Siqi Chen, Zhiqiang Wang, Yili Shen +8Many-Body PhysicsGraph Neural Networks

  26. Crystalite: A Lightweight Transformer for Efficient Crystal Modeling

    Apr 2, 2026Tin Hadži Veljković, Joshua Rosenthal, Ivor Lončarić +1Crystal StructureMultimodal Diffusion Transformers

  27. WarPGNN: A Parametric Thermal Warpage Analysis Framework with Physics-aware Graph Neural Network

    Mar 19, 2026Haotian Lu, Jincong Lu, Sachin Sachdeva +1Graph Neural NetworksChip Design

  28. Lost in Aggregation: On a Fundamental Expressivity Limit of Message-Passing Graph Neural Networks

    Mar 16, 2026Eran RosenbluthMessage Passing Neural NetworksGraph Neural Networks

  29. Estimating condition number with Graph Neural Networks

    Mar 10, 2026Erin Carson, Xinye ChenGraph Neural NetworksSpectral Preconditioning

  30. AULLM++: Structured-Token-Conditioned Large Language Models for Micro-Expression Action Unit Detection

    Mar 9, 2026Zhishu Liu, Kaishen Yuan, Bo Zhao +2Facial Expression RecognitionGraph Neural Networks

  31. Generating adversarial inputs for a graph neural network model of AC power flow

    Feb 20, 2026Robert ParkerAc Optimal Power FlowNeural Network Verification

  32. Learning Structural Hardness for Combinatorial Auctions: Instance-Dependent Algorithm Selection via Graph Neural Networks

    Feb 16, 2026Sungwoo KangCombinatorial OptimizationGraph Neural Networks

  33. Graph Neural Networks are Heuristics

    Jan 19, 2026Yimeng Min, Carla P. GomesGraph Neural NetworksCombinatorial Optimization

  34. A General Neural Backbone for Mixed-Integer Linear Optimization via Dual Attention

    Jan 8, 2026Peixin Huang, Yaoxin Wu, Yining Ma +3Mixed-Integer ProgrammingCombinatorial Optimization

  35. Graph-Based Bayesian Optimization for Quantum Circuit Architecture Search with Uncertainty Calibrated Surrogates

    Dec 10, 2025Prashant Kumar Choudhary, Nouhaila Innan, Muhammad Shafique +1Variational Quantum CircuitsQuantum Circuit Simulation

  36. Efficiently Learning Branching Networks for Multitask Algorithmic Reasoning

    Nov 30, 2025Dongyue Li, Zhenshuo Zhang, Minxuan Duan +2Graph Neural NetworksReasoning Benchmark

  37. Enhancing Graph Representations with Neighborhood-Contextualized Message-Passing

    Nov 14, 2025Brian Godwin Lim, Galvin Brice Lim, Renzo Roel Tan +2Graph Neural NetworksMessage Passing Neural Networks

  38. CRPS-LAM: Probabilistic Regional Weather Forecasting with Continuous Ranked Probability Score

    Oct 10, 2025Erik Larsson, Joel Oskarsson, Tomas Landelius +1Discrete Diffusion ModelSmall Models

  39. GraphIFE: Rethinking Graph Imbalance Node Classification via Invariant Learning

    Sep 28, 2025Fanlong Zeng, Wensheng Gan, Kangjie Chen +1Extreme Class ImbalanceGraph Representation Learning

  40. Self-Improving Neural Pruning: A Graph Neural Network Framework for Scalable Mixed Bundle Pricing

    Sep 26, 2025Liangyu Ding, Chenghan Wu, Guokai Li +1PricesGraph Neural Networks

  41. GraphPFN: A Prior-Data Fitted Graph Foundation Model

    Sep 25, 2025Dmitry Eremeev, Oleg Platonov, Gleb Bazhenov +2Graph Foundation ModelGraph Neural Networks

  42. Learning Contact Dynamics through Touching: Action-conditional Graph Neural Networks for Robotic Peg Insertion

    Sep 15, 2025Zongyao Yi, Joachim Hertzberg, Martin AtzmuellerContact ForcesContact-Rich Manipulation

  43. Alternative Graph Neural Networks: Synergizing GEV Models and Deep Learning for Travel Mode Choice Modeling

    Sep 8, 2025Yuqi Zhou, Zhanhong Cheng, Dingyi Zhuang +3Discrete Choice ModelsGraph Neural Networks

  44. RF-Informed Graph Neural Networks for Accurate and Data-Efficient Circuit Performance Prediction

    Aug 22, 2025Anahita Asadi, Leonid Popryho, Inna Partin-VaisbandAnd Mixed-Signal CircuitsRadio Frequency

  45. Instance-Aware Algorithm Selection for Maximum Clique via a Dual-Channel Graph Neural Architecture

    Aug 11, 2025Xiang Li, Shanshan Wang, Chenglong XiaoMaximum Independent SetGraph Neural Networks

  46. Structure-Aware Compound-Protein Affinity Prediction via Graph Neural Networks with Group Lasso Regularization

    Jul 4, 2025Zanyu Shi, Yang Wang, Pathum M. Weerawarna +4Structure-Based Drug DesignDrug Discovery

  47. Freeze, Prompt, and Adapt: A Framework for Source-free Unsupervised GNN Prompting

    May 22, 2025Peyman Baghershahi, Sourav MedyaGraph Neural NetworksPrompt Tuning

  48. Graph Alignment for Benchmarking Graph Neural Networks and Learning Positional Encodings

    May 19, 2025Adrien Lagesse, Marc LelargeGraph Neural NetworksExponential Random Graph Models

  49. Leveraging Neural Graph Compilers in Machine Learning Research for Edge-Cloud Systems

    Apr 28, 2025Alireza Furutanpey, Carmen Walser, Philipp Raith +2Graph Neural NetworksCode Optimization

  50. Efficient Traffic State Prediction With Dynamic Joint Spatio-Temporal Relation Inference

    Apr 10, 2025Zhifeng Hao, Kai Hu, Juncai Zhang +2Accurate Traffic ForecastingSpatiotemporal

  51. Traffic Engineering in Large-scale Networks with Generalizable Graph Neural Networks

    Mar 31, 2025Fangtong Zhou, Xiaorui Liu, Ruozhou Yu +1Accurate Traffic ForecastingTemporal Graph Neural Networks

  52. PETIMOT: A Novel Framework for Inferring Protein Motions from Sparse Data Using SE(3)-Equivariant Graph Neural Networks

    Mar 19, 2025Valentin Lombard, Julien Nguyen Van, Sergei Grudinin +1Protein Data BankConformational Ensembles

  53. GenShin: Guiding Rational Liposome Design by Ranking Liposomal Protein Corona through a Docking-Pose-Free GNN

    Mar 16, 2025Pingfei Zhu, Hongyi Liu, Xueyan Liu +2Vaccination Opinion DynamicsGraph Neural Networks

  54. LLM as GNN: Graph Vocabulary Learning for Text-Attributed Graph Foundation Models

    Mar 5, 2025Xi Zhu, Haochen Xue, Ziwei Zhao +7Graph Foundation ModelText-Attributed Graph

  55. HeTGB: A Comprehensive Benchmark for Heterophilic Text-Attributed Graphs

    Mar 5, 2025Shujie Li, Yuxia Wu, Yuan Fang +1Text-Attributed GraphGraph Neural Networks

  56. Revealing the Pitfalls and Re-Evaluating the Advancement of Heterophilic Graph Learning

    Sep 9, 2024Sitao Luan, Qincheng Lu, Chenqing Hua +3Graph HomophilyGraph Neural Networks

  57. GENIE: Watermarking Graph Neural Networks for Link Prediction

    Jun 7, 2024Venkata Sai Pranav Bachina, Aaryan Ajay Sharma, Ankit Gangwal +1Graph Neural NetworksZero-Shot Link Prediction

  58. Graph Unitary Message Passing

    Mar 17, 2024Haiquan Qiu, Quanming YaoMessage Passing Neural NetworksGraph Neural Networks

  59. A short review on the maximum clique problem algorithms with classical, AI, and quantum methods

    Mar 13, 2024Raffaele Marino, Lorenzo Buffoni, Bogdan ZavalnijMaximum Independent SetQuantum Advantage

  60. Provable Filter for Real-world Graph Clustering

    Mar 6, 2024Xuanting Xie, Erlin Pan, Zhao Kang +2Text-Attributed GraphGraph Neural Networks