Gnn-Based Detectors

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8 papers in the last four weeks, with none the four weeks before. 0.1% of all new papers.

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  1. MANET-GNN: Learned Decentralized Optimization of Power Allocation in Multi-Channel MANETs

    Sep 30, 2026Tomer Alter, Nir Shlezinger, Michael SegalPower AllocationDecentralized Optimization

    ECE School, Ben-Gurion University of the Negev, Israel

  2. RBF-GNN: Rational Basis Functions for Pseudo-Coordinate based Graph Convolutions

    Sep 29, 2026Paweł Batorski, Abtin Pourhadi, Paul SwobodaBasis FunctionsGraph Neural Networks

    Heinrich Heine University Düsseldorf

  3. AutoHGNN: Robust and Efficient Neural Architecture Search for Hypergraph Neural Networks

    Sep 27, 2026Sirui Li, Pietro Liò b, Xinsheng Li +2HypergraphsNeural Architecture Search

    Faculty of Electrical Engineering and Computer Science, Ningbo University, Ningbo, 315211, Zhejiang, China · Department of Computer Science and Technology, University of Cambridge, Cambridge, CB2 1TN, Cambridgeshire, United Kingdom

  4. Local Evidence and Geometric Readout Repair in Trained GNNs

    Sep 22, 2026Nadi Tomeh, Hugo AttaliGnn-Based DetectorsGraph Neural Networks

    Université Sorbonne Paris Nord, CNRS, Laboratoire d’Informatique de Paris Nord, LIPN, F-93430 Villetaneuse, France

  5. DefaultGNN: A Dual-Perspective GNN Framework for Predicting Corporate Default from Buyer-Seller Transaction Networks

    Sep 22, 2026Junghoon Kim, Hyunsung Kim, Seungyoon Choi +4Credit Risk PredictionGnn-Based Detectors

    KAIST Daejeon, Republic of Korea · Techfin Ratings Seoul, Republic of Korea · Douzone Seoul, Republic of Korea

  6. ReDIL-GNN: Resynthesis Domain Incremental Learning for Circuit Graph Neural Networks

    Sep 16, 2026Rupesh Raj Karn, Johann Knechtel, Ozgur SinanogluDifferentiable Logic Gate NetworksGnn-Based Detectors

    Center for Cyber Security, New York University, Abu Dhabi, UAE.

  7. Cyber-Financial Contagion: Modeling the Propagation of an AI Vendor Compromise Through the Banking System

    Sep 9, 2026Alex LeytesBankingArtificial Intelligence Risk

    NICE Actimize, USA.

  8. Predicting Spatiotemporal Mobile Sensing-Based PM2.5 Concentrations Using Low-Rank Adapted Spatially Attentive Graph Neural Network

    Sep 7, 2026Om Chiddarwar, Priyanka Mandal, Praveen Kumar Chandaliya +1Air PollutionTemporal Graph Neural Networks

    IIITDM Kurnool, Kurnool, Andhra Pradesh 518002, India · Sardar Vallabhbhai National Institute of Technology Surat, Gujarat 394210, India

  9. Multi-Perspective Triad Interaction Graph Neural Network for Cognitive Distortion Detection

    Aug 7, 2026Jun Seo Kim, Hye Hyeon KimGnn-Based DetectorsMental Health

    Department of Computer Engineering, Gachon University · Department of Biomedical Systems Informatics, Yonsei University

  10. SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction

    Aug 6, 2026Guofan Yu, Sitian Chen, Zhenheng Tang +2Graph Neural NetworksGnn-Based Detectors

    Hong Kong Baptist University · Hong Kong University of Science and Technology · Hong Kong University of Science and Technology (Guangzhou)

  11. Predicting Brain Morphometry with MT-GNN: Mesh Evolution in Continuous Time with Graph-Based Metric Tensor Embeddings

    Aug 5, 2026Hao Ding, Daniel Semchin, Paul M. Thompson +1Morphometric AnalysisGeodesic

    Illinois Institute of Technology · University of Southern California

  12. PriDyG: Privacy-preserving Dynamic Graph Inference with LLM-GNN Collaboration

    Aug 4, 2026Yuyang Xia, Ruixuan Liu, Li XiongGnn-Based DetectorsStreaming Inference

    Emory University Atlanta, Georgia, USA

  13. CoRe-GNN: Multilevel Message passing on Coarsened graphs

    Aug 3, 2026Antonin Joly, Nicolas Keriven, Aline RoumyGraph Neural NetworksGnn-Based Detectors

    CNRS, IRISA, Rennes, FRANCE · INRIA, Rennes, FRANCE

  14. Nonlinear Laplacians Improve Signed-Directed Graph Learning

    Aug 1, 2026Ali Parviz, Yuichi YoshidaGraph LaplaciansGraph Neural Networks

    Mila - Quebec AI Institute · New Jersey Institute of Technology · National Institute of Informatics (NII) +1

  15. GUIDED Network-Agnostic Feature Initialization for Spatial Transferability in GNN-based Models

    Jul 21, 2026Alessandro Scalese, Santhanakrishnan Narayanan, Constantinos AntoniouGnn-Based DetectorsDiscriminative Congruence Transform

    Technical University of Munich, Arcisstrasse 21, 80333 Munich, Germany

  16. A Novel Graph Fraud Detector via Grouped Attribute Completion and Confidence-Aware Contrastive Learning

    Jul 13, 2026Junpeng Wu, Ye YuanGeneralist Graph Anomaly DetectionFraud Detection

    College of Computer and Information Science Southwest University Chongqing, China

  17. SALT-GNN: Handling Dense Neighborhoods in Anti-Money Laundering Graphs via Statistics-Aware Attention

    Jul 11, 2026Lidia Losavio, Francesco Sovrano, Dario Fenoglio +2Anti-Money LaunderingGnn-Based Detectors

    Università della Svizzera italiana (USI) Lugano, Switzerland

  18. Towards Personalized Differentially Private Learning for Decentralized Local Graphs

    Jul 6, 2026Longzhu He, Peng Tang, Chaozhuo Li +5Decentralized LearningFederated Graph Learning

    School of Computer Science, Beijing University of Posts and Telecommunications, Beijing 100876, China · State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing 100876, China · School of Cyber Science and Technology, Shandong University, Qingdao, China +2

  19. Measuring What Matters: A Unified Evaluation Framework for GNN Explainability

    Jul 6, 2026Francesco Paolo Nerini, Mirko Zaffaroni, Paolo Baracco +2Explainable Artificial IntelligenceGnn-Based Detectors

    Sapienza University of Rome, Rome, Italy · Intesa Sanpaolo AI Research, Turin, Italy · Anti Financial Crime Digital Hub, Turin, Italy +1

  20. An Additive MLP-GNN Framework for Characterizing Chemical and Structural Contributions to Aqueous Solubility

    Jul 2, 2026Sampreeti Bhattacharya, Arkaprava RoyTransferable Implicit Solvent Machine Learning PotentialMolecular Property Prediction

  21. Scene-Conditioned PINN-GNN for Multipath RF Maps: Cross-Scene Generation and In-Scene Completion

    Jul 2, 2026Lizhou Liu, Xiaohui Chen, Zihan Tang +2Radio Map EstimationParametric Physics-Informed Neural Network

    Department of Electronic Engineering and Information Science, University of Science and Technology of China, Hefei, Anhui 230026, China · Wireless Technology Lab, Huawei, Shenzhen 518129, China

  22. PromptGNN-sim: Deep Fusion and Alignment of GNN and LLMs for Text-Attributed Graph Learning

    Jun 29, 2026Zhifei Hu, Alexandra I. CristeaText-Attributed GraphGnn-Based Detectors

    Durham University, Durham, United Kingdom

  23. Beyond Sparse Supervision: Diffusion-Guided Learning for Few-Shot Graph Fraud Detection

    Jun 26, 2026Liming Liu, Chao Hu, Mingfei Lu +3Generalist Graph Anomaly DetectionFraud Detection

    Central South University, Changsha, China · University of Technology Sydney, Australian Artificial Intelligence Institute, Sydney, Australia

  24. Convex--Concave Quadratic Spectral Filtering for Graph Neural Networks

    Jun 23, 2026Ranhui Yan, Jia Cai, Mengzhu Chen +1Spectral FilteringGraph Neural Networks

    School of Computing and Artificial Intelligence, Guangzhou Xinhua University, Guangzhou, Guangdong, China · School of Statistics and Data Science, Guangdong University of Finance and Economics,2026 Guangzhou, Guangdong, China

  25. SuperCond-GNN: Scalable Graph Neural Network Surrogate for Superconducting Circuit Simulations

    Jun 22, 2026Nandana Menon, Giorgio ValloneGnn-Based DetectorsGraph Neural Networks

    Acclerator Technology & Applied Physics Division Lawrence Berkeley National Laboratory Berkeley, CA · Engineering Division Lawrence Berkeley National Laboratory Berkeley, CA

  26. TMR-GGNN: Credit Card Fraud Detection based on Time-Aware Multi-Relational Guided Graph Neural Network

    Jun 16, 2026Rohit Tewari, Shubhankar Shilpi, Navin Chhibber +3Fraud DetectionGnn-Based Detectors

    Unysis Fairfax, USA · Truist Banks Atlanta, USA · Infinity Tech Group Technical Product Owner Sunnyvale, USA +3

  27. Beyond the Golden Teacher: Enhancing Graph Learning through LLM-GNN Co-teaching

    Jun 10, 2026Zhuoyi Peng, Hanlin Gu, Lixin Fan +1Gnn-Based DetectorsHigh Confidence Pseudo-Labels

    1The Hong Kong University of Science and Technology · 2WeBank

  28. Paediatric-HGNN: A Hybrid Heterogeneous Graph Neural Network for Detecting Disfluency in Children's Speech via Multiscale Acoustic Fusion

    Jun 6, 2026Rashini Liyanarachchi, Rachael Mackay, Alison Short +2Dysarthric SpeechGnn-Based Detectors

    University of New South Wales (UNSW), Sydney, Australia · Resourced Music Therapy, Sydney, Australia · Western Sydney University, Sydney, Australia

  29. Q-GNN: Query-Conditioned Graph Neural Networks with Type Awareness for Knowledge Graph Completion

    Jun 4, 2026Dongxiao He, Ruqiong Zhang, Zhizhi Yu +4Knowledge Graph CompletionGnn-Based Detectors

    College of Intelligence and Computing, Tianjin University

  30. HDST-GNN: Heterogeneous Dynamic Spatiotemporal Graph Neural Networks for Multi-Object Tracking in UAV Aerial Imagery

    Jun 4, 2026Phillip JiangMulti-Object TrackingAerial Imagery

    Appsofa LLC

  31. Construction of Historical Knowledge Graphs Based on BERT and Graph Neural Networks

    Jun 1, 2026Ping Li, Bartlomiej BrzozkaKnowledge GraphsGraph Neural Networks

    Shandong Management University, Jinan, Shandong Province, 250357, China · Maria Curie-Sklodowska University, Faculty of Mathematics, Physics and Computer Science, 20-031 Lublin, Poland

  32. L2IR: Revealing Latent Intent in Graph Fraud Detection

    May 25, 2026Jinsheng Guo, Zhenhao Weng, Yibo Liu +2Generalist Graph Anomaly DetectionFraud Detection

    Hefei University of Technology Hefei, China

  33. SiST-GNN: Simultaneous Spatial-Temporal Message Passing for Dynamic Graph Representation Learning

    May 25, 2026Shubhajit Roy, Anirban DasguptaTemporal Graph Neural NetworksGnn-Based Detectors

    Department of Computer Science and Engineering Indian Institute of Technology Gandhinagar

  34. GL-LFGNN:A Global-Local Dual-branch Causal Graph Neural Network Based on Liang-Kleeman Information Flow for EEG Emotion Recognition

    May 24, 2026Ziyi Wang, Dongyang KuangElectroencephalographyHuman Brain Networks

  35. S3^3GNN: Efficient Global Mixing and Local Message Passing for Long-Range Graph Learning

    May 22, 2026Dai Shi, Luke Thompson, Linhan Luo +4Message Passing Neural NetworksGnn-Based Detectors

    Department of Engineering, University of Cambridge, Cambridge, UK · University of Sydney, Australia

  36. Efficient Higher-order Subgraph Attribution via Message Passing

    May 21, 2026Ping Xiong, Thomas Schnake, Grégoire Montavon +2SubgraphsGraph Neural Networks

    Technische Universität Berlin (TU Berlin) · BIFOLD – Berlin Institute for the Foundations of Learning and Data · Department of Artificial Intelligence, Korea University, Seoul 136-713, Korea +2

  37. Logical Grammar Induction via Graph Kolmogorov Complexity: A Neuro-Symbolic Framework for Self-Healing Clinical Data Integrity

    May 14, 2026Abolfazl Zarghani, Amir MalekesfandiariGnn-Based DetectorsNeuro-Symbolic Framework

    Department of Computer Engineering, Ferdowsi University of Mashhad, Mashhad, Iran

  38. A Unified Graph Language Model for Multi-Domain Multi-Task Graph Alignment Instruction Tuning

    May 12, 2026Haibo Chen, Xin Wang, Jiaheng Chao +2Gnn-Based DetectorsInstruction Tuning

    Tsinghua University

  39. Debiasing Message Passing to Mitigate Popularity Bias in GNN-based Collaborative Filtering

    May 11, 2026Md Aminul Islam, Ahmed Sayeed Faruk, Sourav Medya +1Collaborative FilteringGnn-Based Detectors

    University of Illinois Chicago

  40. Graph Computation Meets Circuit Algebra: A Task-Aligned Analysis of Graph Neural Networks for Electronic Design Automation

    May 8, 2026Hyunmog KimElectronic Design AutomationGnn-Based Detectors

    Independent Researcher.

  41. Trapping Attacker in Dilemma: Examining Internal Correlations and External Influences of Trigger for Defending GNN Backdoors

    May 8, 2026Fan Yang, Binyan Xu, Di Tang +1Gnn-Based DetectorsGraph Neural Networks

    The Chinese University of Hong Kong · Sun Yat-Sen University

  42. Learning Multi-Relational Graph Representations for DNA Methylation-Based Biological Age Estimation

    May 8, 2026Qing Qing, Xikun Zhang, Zhongyuan Zhang +7Vascular AgeGenome-Wide Association Study

    Jilin University · RMIT University · The Chinese University of Hong Kong +1

  43. Federated Semi-Supervised Graph Neural Networks with Prototype-Guided Pseudo-Labeling for Privacy-Preserving Gestational Diabetes Mellitus Prediction

    May 3, 2026G. Victor DanielFederated Graph LearningDiabetes

    School of Engineering, Anurag University, Hyderabad, Telangana, India

  44. Spectral- and Energy-efficient Multi-BS Multi-RIS Pinching-antenna Systems: A GNN-based Approach

    May 2, 2026Changpeng He, Yang Lu, Wei Chen +3Reconfigurable Intelligent SurfacesBeamforming

    State Key Laboratory of Advanced Rail Autonomous Operation, and also with the School of Computer Science and Technology, Beijing Jiaotong University, Beijing 100044, China · School of Electronics and Information Engineering, Beijing Jiaotong University, Beijing 100044, China · School of Electronic Engineering and Computer Science, Queen Mary University of London, London +2

  45. PLMGH: What Matters in PLM-GNN Hybrids for Code Classification and Vulnerability Detection

    Apr 28, 2026Mohamed Taoufik Kaouthar El Idrissi, Edward Zulkoski, Mohammad HamdaqaGnn-Based DetectorsGraph Neural Networks

    Polytechnique Montréal Montréal, Canada · Quantstamp San Francisco, United States

  46. A Survey of Multi-Agent Deep Reinforcement Learning with Graph Neural Network-Based Communication

    Apr 28, 2026Valentin Cuzin-Rambaud, Laetitia Matignon, Maxime MorgeMulti-Agent Reinforcement LearningGnn-Based Detectors

    LIRIS, UCBL · Université Lyon 1, INSA Lyon, CNRS, LIRIS, UMR 5205, Lyon, France

  47. NK-GAD: Neighbor Knowledge-Enhanced Unsupervised Graph Anomaly Detection

    Apr 17, 2026Zehao Wang, Lanjun WangGeneralist Graph Anomaly DetectionGraph Anomaly Detection

    College of Intelligence and Computing, Tianjin University, Tianjin, China · School of New Media and Communication, Tianjin University, Tianjin, China

  48. 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 +8Quantum ChemistryMany-Body Physics

    Department of Chemical and Biomolecular Engineering, University of Massachusetts Amherst, Amherst, MA 01003 · Department of Chemistry, University of Massachusetts Amherst, Amherst, MA 01003 · Department of Electrical Engineering and Computer Science, Florida Atlantic University, Boca Raton, FL 33431 +5

  49. 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 +3AlzheimerConnectome

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

  50. GNN-DIP: Neural Corridor Selection for Decomposition-Based Motion Planning

    Mar 12, 2026Peng Xie, Yanliang Huang, Wenyuan Wu +1Shortest PathsPlanning

    TUM School of Computation, Information and Technology, Department of Computer Engineering, Technical University of Munich, 74076 Heilbronn, Germany

  51. Local Message-Passing for Discrete Graph Generation

    Mar 9, 2026Jay Revolinsky, Harry Shomer, Jiliang TangPhysics-Guided DiffusionGnn-Based Detectors

    Michigan State University East Lansing, Michigan, USA · University of Texas - Arlington Arlington, Texas, USA

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

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

    School of Data Science, The Chinese University of Hong Kong, Shenzhen, Guangdong, China

  53. 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

    1Rutgers University · 2Mohamed bin Zayed University of Artificial Intelligence (MBZUAI) · University of Science and Technology of China +2

  54. MEGA: Message Passing Neural Networks for Multigraphs with EdGe Attributes

    Nov 29, 2024H. Çağrı Bilgi, Kubilay AtasuGnn-Based DetectorsMessage Passing Neural Networks

    1Delft University of Technology

  55. SSP-GNN: Learning to Track via Bilevel Optimization

    Jul 5, 2024Griffin Golias, Masa Nakura-Fan, Vitaly AblavskyMulti-Object TrackingGnn-Based Detectors

    Applied Physics Laboratory University of Washington Seattle, WA 98105 USA · Paul G. Allen School of Computer Science University of Washington Seattle, WA 98105 USA