Heterogeneous GNNs

GNN: Graph Neural Network

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2 papers in the last four weeks, against 1 the four weeks before. 0.0% of all new papers.

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  1. Shared-Roadmap Generation and Evaluator for Multi-Agent Path Planning Using Heterogeneous Graph Neural Network

    Oct 6, 2026Brandon Ho, Nikola Rogers, Seung-Kyum ChoiMulti-Agent PlanningMulti-Agent Path Finding

    Institute of Robotics and Intelligent Machines (IRIM), Georgia Institute of Technology, Atlanta, GA, USA

  2. Temporal Heterogeneous Graph Pretraining for Relational Deep Learning

    Sep 28, 2026Yixin Peng, Er Jin, Diego Collarana +1Temporal GNNsHeterogeneous GNNs

    RWTH Aachen University, Aachen, Germany · Fraunhofer FIT, Sankt Augustin, Germany

  3. Unified Heterogeneous Graph Neural Network solver for Power Flow, Optimal Power Flow and State Estimation

    Sep 15, 2026Ferran Bohigas-Daranas, Hamid Latif-Martínez, Eduardo Prieto-Araujo +2Heterogeneous GNNsMulti-Task Learning

  4. EGRL: Edge generation-guided relation-aware learning for RNA-protein interaction prediction

    Aug 13, 2026Danyu Li, Ling Zhou, Rubing Huang +3Graph Structure LearningHeterogeneous GNNs

    School of Computer Science and Engineering, Macau University of Science and Technology, Macao SAR, 999078, China · Macau University of Science and Technology Zhuhai Research Institute, Zhuhai, Guangdong, 519099, China · Hubei Key Laboratory of Transportation Internet of Things, School of Computer Science and Artificial Intelligence, Wuhan University of Technology, Wuhan, Hubei, 430070, China +2

  5. MiGHT-EHR: A Multi-task Graph Transformer for Heterogeneous Temporal Electronic Health Records

    Aug 5, 2026Anirudh Rayas, Yuan Wang, Pavan TuragaHeterogeneous GNNsClinical Decision Support

    Arizona State University, Tempe, AZ, USA · University of South Carolina, Columbia, SC, USA

  6. CT-HEG: A Bidirectional, Timestamp-Attributed Event Graph for ICU In-Hospital Mortality Prediction - An Architectural Ablation Study

    Aug 1, 2026Mohammad Nasir Uddin, Rahnuma Tabassum Orpita, Asaduzzaman Anik +4Heterogeneous GNNsLongitudinal EHR Modeling

    College of Business, DBA-BIDA, Westcliff University, Los Angeles, CA, USA · Dept. of CSE, Northern University Bangladesh, Dhaka, Bangladesh · MBA, Business Administration & Management, Stanton University, Anaheim, CA, USA +2

  7. TRWH: A Text-Driven Random Walk Heterogeneous GNN for Semantic-Aware Sparse Recommendation

    Jul 28, 2026He Ma, Chen LiuHeterogeneous GNNsRecommender Systems

    The University of Sydney Camperdown, NSW, 2006, Australia · Nankai University Tianjing, China

  8. ParasGB: A Graph Benchmark Suite for Parasitic Estimation on AMS Circuits

    Jul 25, 2026Jiajun Zou, Jiawei Liu, Ao Liu +8Graph Neural NetworksHeterogeneous GNNs

    1Nanjing University of Science and Technology, Nanjing, China · 2The Chinese University of Hong Kong, Hong Kong SAR, China · 3Dept. Computer Science & Tech., BNRist, Tsinghua University, Beijing, China +3

  9. Cardinality-Decomposed Loss: Matching Training Objectives to Relation Structure in Heterogeneous Recommendation Graphs

    Jul 22, 2026Parul Maheshwari, Amulya Paruchuri, Yiqing Zou +3Pairwise Preference LearningHeterogeneous GNNs

    PayPal AI · PayPal Inc. · USA

  10. Sequential Learner Modeling Using Multi-Relational Graph Convolutional Networks

    Jul 21, 2026Rawaa Alatrash, Mohamed Amine Chatti, Hong Yang +1Heterogeneous GNNsUser Modeling

  11. Canopy: A Heterograph Foundation Model for Metabolic Engineering

    Jul 7, 2026Jake Bowden, Laurence Legon, Satnam SuraeHeterogeneous GNNsGraph SSL

    Twig Bio, London, United Kingdom

  12. LLM-Enhanced Hierarchical Heterogeneous Graph Representation Learning for Malicious Python Package Detection

    Jul 3, 2026Hang Gao, Xiaoyu Chen, Baoquan Cui +4Heterogeneous GNNsHierarchical Representation Learning

    Institute of Software, Chinese Academy of Sciences · University of Chinese Academy of Sciences

  13. Heterogeneous Graph Condensation via Role-Aware Clustering

    Jul 3, 2026Fuyan Ou, Yulin Hu, Ye YuanHeterogeneous GNNs

  14. Spatial Support Matters: Geometry-Aware Graph Fusion for Rainfall Field Reconstruction

    Jul 2, 2026Low Jun Yu, Niramay Kachhadiya, Herath Mudiyanselage Viraj Vidura Herath +2Heterogeneous GNNsMultimodal Sensor Fusion

    School of Computing, National University of Singapore · Faculty of Engineering, The University of Sydney

  15. Blackknife: Hard-Label Query-Limited Black-Box Attacks on Heterogeneous Graph Neural Networks

    Jun 28, 2026Honglin Gao, Junhao Ren, Lan Zhao +3Heterogeneous GNNsAdversarial Robustness

    Nanyang Technological University, 50 Nanyang Avenue, Singapore, 639798, Singapore · Computer Network Information Center, Chinese Academy of Sciences, Beijing, China

  16. GNBAN: Graph Neural Basis Attention Networks for Long-Horizon Forecasting over Large Entity Sets

    Jun 26, 2026Janak M. Patel, Anirudh Deodhar, Dagnachew BirruMultivariate Time Series ForecastingLong-Term Time Series Forecasting

    Phi Labs, Quantiphi Marlborough, MA 01752, USA

  17. hia-gat: A Heterogeneous Interaction-Aware Graph Attention Network For Frame-Level Traffic Conflict Risk Prediction On Freeways

    Jun 25, 2026Mahshid Malazizi, Seyedmehdi Khaleghian, Mina Sartipi +3Graph Attention NetworksIntelligent Transportation Systems

    Center for Urban Informatics and Progress University of Tennessee at Chattanooga Chattanooga, TN, USA, 37403 · DENSO International America, Inc. Southfield, MI, USA

  18. Physics-Guided Dual-Stream Heterogeneous Graph Neural Network for Predicting Full-Field Structural Response of Stiffened Panels

    Jun 18, 2026Yuecheng Cai, Jasmin JelovicaNeural Surrogate ModelingGraph Neural Networks

    Department of Mechanical Engineering, The University of British Columbia, Vancouver, BC V6T 1Z4, Canada · Department of Civil Engineering, The University of British Columbia, Vancouver, BC V6T 1Z4, Canada

  19. ChronoSurv: A Clinical Pathway-Guided Graph Framework for Multimodal Survival Analysis

    Jun 17, 2026Hugo Miccinilli, Theo Di PiazzaCancer Survival PredictionHeterogeneous GNNs

    Université Paris-Saclay, CentraleSupélec, MICS, France · University of Lyon, INSA Lyon, CREATIS, France

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

    Jun 16, 2026Rohit Tewari, Shubhankar Shilpi, Navin Chhibber +3Temporal GNNsHeterogeneous GNNs

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

  21. TCHG: Tri-Trust Conditioned Heterogeneous Graph Learning for Reliable Dynamic Trust Prediction

    Jun 15, 2026Bohao Liao, Boyu Deng, Qipeng Song +2Temporal GNNsHeterogeneous GNNs

    School of Telecommunication Engineering, Xidian University, Xi’an, 710071, Shaanxi, China · National Key Laboratory of Multi-domain Data Collaborative Processing and Control, Beijing, 100141, China · School of Cyber Engineering, Xidian University, Xi’an, 710071, Shaanxi, China

  22. Multi-Modal Spatio-Temporal Graph Neural Network with Mixture of Experts for Soil Organic Carbon Prediction

    Jun 15, 2026Daniele Mos, Felipe Drummond, Anton Bossenbroek +1Agricultural Remote SensingHeterogeneous GNNs

    Spatialise B.V.

  23. 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 +2Heterogeneous GNNsSpeech Processing

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

  24. OSMGraphCLIP: Learning Global Location Representations from OpenStreetMap Graphs

    Jun 6, 2026Dimitrios Michail, Eleni Saka, Ioannis Giannopoulos +1Graph Representation LearningGeospatial Foundation Models

    Harokopio University of Athens, Athens, Greece. · National Technical University of Athens, Athens, Greece. · Vienna University of Technology, Vienna, Austria. +1

  25. Hierarchical Semantic-Constrained Heterogeneous Graph for Audio-Visual Event Localization

    Jun 5, 2026Zhe Yang, Ruyi Zhang, Hongtao Chen +4Audio-Visual UnderstandingHeterogeneous GNNs

    Faculty of Computing, Harbin Institute of Technology, Harbin 150001, China · Peng Cheng Laboratory, Shenzhen 518000, China · Harbin Institute of Technology Suzhou Research Institute, Suzhou 215000, China

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

    Jun 4, 2026Phillip JiangHeterogeneous GNNsVisual Object Tracking

    Appsofa LLC

  27. BRIDGE: Biological Evidence Refinement and Heterogeneous Dynamic Gating for Gene Regulatory Networks

    Jun 2, 2026Ziyang Dong, Shanwen Tan, Hengchuang Yin +5Heterogeneous GNNsGraph SSL

    College of Computer Science, Sichuan University, Chengdu, 610065, China · Xinjiang Technical Institute of Physics and Chemistry, Chinese Academy of Sciences, Urumqi, 830011, China · School of Mathematics, Sichuan University, Chengdu, 610065, China +2

  28. HiSE: A Lightweight Hierarchical Semantic Explainer for Heterogeneous Graph Neural Networks

    Jun 2, 2026Zongrui Li, Yuhang Zhao, Ying Zhao +3Feature AttributionHeterogeneous GNNs

    School of Artificial Intelligence, Jilin University · Mohamed bin Zayed University of Artificial Intelligence

  29. GraphLit: Learning Text-Enriched Dynamic Character Network Representations for Literary Study

    May 27, 2026Gaspard Michel, Elena V. Epure, Romain Hennequin +2Computational Literary StudiesHeterogeneous GNNs

    Deezer Research, Paris, France · IDIAP, Martigny, Switzerland · Loria, Nancy, France +1

  30. TED: Related Party Transaction guided Tax Evasion Detection on Heterogeneous Graph

    May 26, 2026Yiming Xu, Bin Shi, Bo Dong +3Graph Attention NetworksHeterogeneous GNNs

    School of Computer Science and Technology, Xi’an Jiaotong University, Shaanxi, China. · School of Distance Education, Xi’an Jiaotong University, Shaanxi, China. · School of Computing and Augmented Intelligence, Arizona State University, Phoenix, USA.

  31. Scalable Heterogeneous Graph Foundation Models for Data-Driven Optimal Power Flow in Smart Grids

    May 22, 2026Massimiliano Lupo Pasini, Yijiang Li, Kibaek Kim +1Neural Surrogate ModelingHeterogeneous GNNs

    Computational Sciences and Engineering Division, Oak Ridge National Laboratory, 1 Bethel Valley Road, Oak Ridge, TN 37831, USA

  32. Virtual Nodes Guided Dynamic Graph Neural Network for Brain Tumor Segmentation with Missing Modalities

    May 16, 2026Sha Tao, Jiao Pan, Yu Guo +1Missing-Modality LearningHeterogeneous GNNs

    University of Science and Technology Beijing, Beijing, China

  33. CHoE: Cross-Domain Heterogeneous Graph Prompt Learning via Structure-Conditioned Experts

    May 15, 2026Peiyuan Li, Yongqi Huang, Jitao Zhao +3Heterogeneous GNNsFew-Shot Learning

    School of Computer Science and Technology, Tianjin University, Tianjin, China · Department of Health Technology and Informatics, and Department of Data Science and Artificial Intelligence, The Hong Kong Polytechnic University, Kowloon, Hong Kong

  34. Graph-Driven Cross-Industry Real-Time Monitoring Framework for Anti-Money Laundering Detection in Converged Mobility-Energy Supply Chain Networks

    May 13, 2026Rong Liu, Xiaojun Xiao, Zhanqing SuTemporal GNNsHeterogeneous GNNs

    Sol Price School of Public Policy, University of Southern California, Los Angeles, USA · Boston University, Boston, USA · Johns Hopkins University, Washington, USA

  35. Hierarchical Attention-based Graph Neural Network with Relevance-driven Pruning

    May 10, 2026Seungwoo KumGraph Attention NetworksHeterogeneous GNNs

    Korea Electronics Technology Institute (KETI) Seongnam, Republic of Korea

  36. HeterSEED: Semantics-Structure Decoupling for Heterogeneous Graph Learning under Heterophily

    May 6, 2026Xinyi Li, Ming Li, Lu Bai +5Heterogeneous GNNsNode Classification

    Zhejiang Normal University · Beijing Normal University · Central University of Finance and Economics +2

  37. Empowering Heterogeneous Graph Foundation Models via Decoupled Relation Alignment

    May 1, 2026Ziyu Zheng, Yaming Yang, Zhe Wang +2Heterogeneous GNNsCross-Domain Transfer Learning

    School of Computer Science and Technology, Xidian University, Xi’an, China 710071

  38. ControBench: An Interaction-Aware Benchmark for Controversial Discourse Analysis on Social Networks

    May 1, 2026Ta Thanh Thuy, Jiaqi Zhu, Xuan Liu +6Social Media AnalysisHeterogeneous GNNs

    1Nanyang Technological University · 2NVIDIA · 3Nanjing University +3

  39. Robust Learning on Heterogeneous Graphs with Heterophily: A Graph Structure Learning Approach

    Apr 30, 2026Yihan Zhang, Ercan E. KuruogluGraph Structure LearningGraph Representation Learning

    Shenzhen International Graduate School, Tsinghua University, Shenzhen, China

  40. TypeBandit: Type-Level Context Allocation and Reweighting for Effective Attribute Completion in Heterogeneous Graph Neural Networks

    Apr 30, 2026Ta-Yang Wang, Rajgopal Kannan, Viktor PrasannaGraph Representation LearningHeterogeneous GNNs

    University of Southern California, Los Angeles, USA · DEVCOM Army Research Office, Los Angeles, USA

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

    Apr 22, 2026Bhavana SajjaHeterogeneous GNNsFinancial Fraud Detection

  42. FOCAL-Attention for Heterogeneous Multi-Label Prediction

    Apr 21, 2026Chenghao Zhang, Qingqing Long, Ludi Wang +3Graph Attention NetworksMulti-Label Classification

    Computer Network Information Center, Chinese Academy of Sciences, Beijing, China · University of Chinese Academy of Sciences, Beijing, China

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

    Apr 18, 2026Yikun Wang, Yujie Wan, Wei Zuo +43D Gaussian SplattingHeterogeneous GNNs

    The University of Hong Kong, Hong Kong, China · Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China · Southern University of Science and Technology, Shenzhen, China +2

  44. HST-HGN: Heterogeneous Spatial-Temporal Hypergraph Networks with Bidirectional State Space Models for Global Fatigue Assessment

    Apr 9, 2026Changdao Chen, Qinqiuhong Ye, Hao Chen +1Heterogeneous GNNsHypergraph Neural Networks

    School of Computer Science and Technology, Xi’an Jiaotong University Xi’an, Shaanxi, China · School Of Mechanical Engineering, Xi’an Jiaotong University Xi’an, Shaanxi, China · Xi’an Jiaotong University Health Science Center Xi’an, Shaanxi, China

  45. DualHNIE: Dual-Channel Hypergraph Learning for Node Importance Estimation in Heterogeneous Knowledge Graphs

    Dec 13, 2025Jiawen Chen, Yanyan He, Qi Shao +4Heterogeneous GNNsKnowledge Graphs

    Jiangsu Key Laboratory of Networked Collective Intelligence, School of Mathematics, Southeast University, Nanjing 210096, China · Jiangsu Key Laboratory of Networked Collective Intelligence, School of Cyber Science and Engineering, Southeast University, Nanjing 210096, China · State Key Laboratory of Mathematical Sciences, Academy of Mathematics and Systems Science, University of Chinese Academy of Sciences, Beijing 100190, China +1

  46. CAT: Can Trust be Predicted with Context-Awareness in Dynamic Heterogeneous Networks?

    Dec 12, 2025Jie Wang, Zheng Yan, Jiahe Lan +2Temporal GNNsHeterogeneous GNNs

    State Key Laboratory of Integrated Services Networks, School of Cyber Engineering, Xidian University · Hangzhou Institute of Technology, Xidian University · Department of Computer Science, Purdue University

  47. Attention Enhanced Entity Recommendation for Intelligent Monitoring in Cloud Systems

    Oct 23, 2025Fiza Husain, Anson Bastos, Anjaly Parayil +4Graph Attention NetworksHeterogeneous GNNs

    Microsoft