Graph Heterophily

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4 papers in the last four weeks, with none the four weeks before. 0.0% of all new papers.

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  1. Beyond Fixed Features: Architecture-Dependent Sensitivity to Node Representations under Heterophily

    Sep 27, 2026Priyanath Maji, Sidharth Gaur, Rajavinoth Paul DuraiGraph Neural NetworksGraph Heterophily

    Georgia Institute of Technology

  2. When Connected Does Not Mean Similar: Charting the Homophily Boundary of SNAP-KG for Streaming Entity Integration

    Sep 14, 2026Jui-Chien Lin, Oshani SeneviratneMulti-View ClusteringGraph Clustering

    Rensselaer Polytechnic Institute, Troy, NY 12180, USA

  3. HERALD: High-Fidelity Exemplar Retrieval with Adaptive Landmark Distillation for Heterophily-Aware Graph Condensation

    Sep 11, 2026Sujan Chakraborty, Priyanka Saha, Saptarshi BejDataset CondensationGraph Heterophily

    School of Data Science, Indian Institute of Science Education and Research Thiruvananthapuram, Thiruvananthapuram, 695551, Kerala, India

  4. HOPE: Heterophily-Aware Open-Set Node Classification with Pseudo-Extrapolation

    Sep 8, 2026Yumeng Dai, Yue Tan, Yixin Liu +3Graph Neural NetworksNode Classification

    Xi’an Jiaotong University, Xi’an, China · Griffith University, Brisbane, Australia

  5. HeAD-CP: Heterophily-Aware Diffused Conformal Prediction Sets for Graph Neural Networks

    Jul 28, 2026Phan Binh Nguyen Lam, Nguyen Thai AnhGraph Neural NetworksConformal Prediction

    Faculty of Information Technology, University of Science, Vietnam National University, Ho Chi Minh City, Vietnam · Faculty of Information Technology, Van Lang School of Technology, Van Lang University, Ho Chi Minh City, Vietnam

  6. Remedying Coarsening-Based GNN Training under Heterophily via Adaptive Complementary Enhancement

    Jul 24, 2026Guoming Li, Jian Yang, Xukun Wang +3Graph Neural NetworksGraph Coarsening

    Department of Computer Science, Hong Kong Baptist University, Hong Kong SAR, China · School of Information, Renmin University of China, Beijing, China · Academy of Mathematics and Systems Science, Chinese Academy of Sciences, Beijing, China +2

  7. Curvature-Guided Sheaf Diffusion for Unsupervised Community Detection on Heterophilic Graphs

    Jun 29, 2026Feifan WangGraph Representation LearningGraph Clustering

    School of Artificial Intelligence Xiamen Institute of Technology No. 1251, Sunban South Road, Jimei District Xiamen, Fujian 361021, China

  8. Graph Neural Network leveraging Higher-order Class Label Connectivity for Heterophilous Graphs

    Jun 5, 2026Takuto Takahashi, Itsuki Nakayama, Takahiro Mitani +3Graph Neural NetworksNode Classification

    The University of Osaka, 1-5 Yamadaoka, Suita, Osaka, Japan

  9. Modeling Heterophily in Multiplex Graphs: An Adaptive Approach for Node Classification

    May 12, 2026Kamel Abdous, Nairouz Mrabah, Mohamed BouguessaGraph Representation LearningSpectral Methods

    Department of Computer Science, University of Quebec at Montreal, Montreal, QC, Canada

  10. Hierarchical Multi-Scale Graph Neural Networks: Scalable Heterophilous Learning with Oversmoothing and Oversquashing Mitigation

    May 8, 2026Md Sazzad Hossen, Avimanyu SahooGraph Neural NetworksOver-Squashing

    University of Alabama in Huntsville, Huntsville, AL, USA.

  11. 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

  12. 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

  13. Layer Embedding Deep Fusion Graph Neural Network

    Apr 25, 2026Taihua Xu, Genhao Tian, Jicong Fan +3Graph Structure LearningGraph Neural Networks

    Jiangsu University of Science and Technology · The Chinese University of Hong Kong, Shenzhen · Chongqing University of Post and Telecommunications

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

    Apr 22, 2026Yutong Shen, Ruizhe Xia, Jingyi Liu +1Graph-Based Semi-Supervised LearningSemi-Supervised Learning

    Beijing University of Technology

  15. Inductive Subgraphs as Shortcuts: Causal Disentanglement for Heterophilic Graph Learning

    Apr 21, 2026Xiangmeng Wang, Qian Li, Haiyang Xia +3Disentangled Representation LearningGraph Neural Networks

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

    Apr 17, 2026Zehao Wang, Lanjun WangGraph Neural NetworksReconstruction-Based Anomaly Detection

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

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

    Mar 5, 2025Shujie Li, Yuxia Wu, Yuan Fang +1Text-Attributed Graph LearningNode Classification

    Beijing University of Post and Telecommunication · Beijing, China · Singapore Management University +1

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

    Sep 9, 2024Sitao Luan, Qincheng Lu, Chenqing Hua +3Graph Neural NetworksNode Classification

    Mila - Quebec Artificial Intelligence Institute · 1McGill University

  19. Provable Filter for Real-world Graph Clustering

    Mar 6, 2024Xuanting Xie, Erlin Pan, Zhao Kang +2Graph ClusteringGraph Heterophily

    School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China · Alibaba Group · Michigan State University