Text-Attributed Graph

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6 papers in the last four weeks, against 1 the four weeks before. 0.1% of all new papers.

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  1. Temporal Heterogeneous Graph Pretraining for Relational Deep Learning

    Sep 28, 2026Yixin Peng, Er Jin, Diego Collarana +1Relational Deep LearningTemporal Graph Neural Networks

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

  2. MAGS: Multi-agent Auto-formalization Guarantees Safety for Agentic Outputs

    Sep 16, 2026Albert Wu, Nicholas Roberts, Tzu-Heng Huang +5Probabilistic SafetyModel-Based Multi-Agent Systems

    University of Wisconsin-Madison · Princeton University

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

    Sep 14, 2026Jui-Chien Lin, Oshani SeneviratneText-Attributed GraphKnowledge Graphs

    Rensselaer Polytechnic Institute, Troy, NY 12180, USA

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

    Sep 11, 2026Sujan Chakraborty, Priyanka Saha, Saptarshi BejText-Attributed GraphHeterogeneity

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

  5. SynCo: Synthetic Community-Aware Attributed Graph Generator for Graph Neural Network Benchmarking

    Sep 9, 2026Guilherme Henrique Messias, Mariana Caravanti de Souza, Sylvia Iasulaitis +1Text-Attributed GraphGraph Neural Networks

    Federal University of São Carlos, São Carlos, São Paulo, Brazil · Federal University of Mato Grosso do Sul, Campo Grande, Mato Grosso do Sul, Brazil

  6. Chimaera: A Mixture-of-Graph-Experts Architecture for Cross-Task and Cross-Dataset Graph Learning

    Sep 8, 2026Jonathan Frank, David Richerby, Ansgar ScherpGraph Foundation ModelText-Attributed Graph

    University of Ulm · University of Essex

  7. ProTAGAD: A Foundation Model for TAG Anomaly Detection with Decoupled Topological and Textual Prototypes

    Aug 11, 2026Ziyan Wang, Liwen Wu, Cheng Xie +3Generalist Graph Anomaly DetectionText-Attributed Graph

    School of Software and AI, Yunnan University, Kunming, China

  8. When Should Graph Attention Be Sparse? Learning a Per-Edge Tsallis Index

    Aug 3, 2026Kleyton da Costa, Bernardo ModenesiInterleaved Graph AttentionText-Attributed Graph

    University College London & Holistic AI · University of Utah

  9. Towards Effective Federated Multimodal Graph Learning via Navigating Multifaceted Heterogeneity

    Aug 1, 2026Yinlin Zhu, Di Wu, Yi Zhang +5Federated Graph LearningGraph Foundation Model

    Sun Yat-sen University, Guangzhou, China1 · Shandong University, Weihai, China2 · Beijing Institute of Technology, Beijing, China3

  10. RHEA: Reliability-Harmonized Reconstruction and Assignment for Robust Multimodal-Attributed Graph Clustering

    Aug 1, 2026Yinlin Zhu, Di Wu, Ziyu Han +4Text-Attributed GraphDataset Distillation

    Sun Yat-sen University, Guangzhou, China1 · Shandong University, Weihai, China2 · Beijing Institute of Technology, Beijing, China3

  11. Adaptive Emotional Video Captioning via Affective Heterogeneous Graph Reasoning and Multi-task Joint Learning

    Jul 31, 2026Junbo Wang, Liangyu Fu, Yuke Li +2Emotion RecognitionVideo Captioning

    School of Software, Northwestern Polytechnical University, Xi’an 710129, China · School of Computer Science and Technology, Xi’an Jiaotong University, Xi’an 710049, China · School of Computer Science, The University of Sydney, NSW 2006, Australia

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

    Jul 28, 2026Phan Binh Nguyen Lam, Nguyen Thai AnhText-Attributed GraphGraph Neural Networks

    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

  13. LLMs Can Annotate Attribution Graphs

    Jul 28, 2026Ameen Patel, Max Zhang, Nathan HuLarge Language Model AnnotationsText-Attributed Graph

    Stanford University

  14. OpenRTAG: A Comprehensive Benchmark for Robust Text-Attributed Graph Learning under Data Quality Degradation

    Jul 21, 2026Yuze Dai, Zhihan Zhang, Yan Zhao +6Text-Attributed GraphTagging

    Beijing Institute of Technology

  15. Toward Federated Multimodal Graph Foundation Models: A Topology-Aware Multimodal Alignment Framework

    Jul 17, 2026Xunkai Li, Guohao Fu, Yuming Ai +4Federated Graph LearningGraph Foundation Model

    Beijing Institute of Technology, Beijing, 100811, China

  16. MAG: A Web-Agent Benchmark and Harness for Multimodal Action and Guide Generation

    Jul 11, 2026Chengguang Gan, Hanjun Wei, Yunhao Liang +3Web AgentsMultimodal Agents

    Independent Researcher · University of Chinese Academy of Sciences · Monash University +2

  17. TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning

    Jul 9, 2026Fangxu Yu, Tao Feng, Dehai Min +3Time SeriesTimestep Embeddings

    University of Maryland, College Park · University of Illinois Urbana-Champaign · University of Illinois Chicago +1

  18. Tonnetz-Driven Graph Wedgelet for Harmonic Complexity Reduction in Music Scores

    Jul 9, 2026Emmanuel Caronna, Elisa Francomano, Silvia LicciardiHarmonizationInstrument

    Department of Engineering, University of Palermo, Viale delle Scienze, 90128 Palermo, Italy

  19. PolyUQuest: Verifiable Structure-Aware Web RAG over Heterogeneous Graphs

    Jul 9, 2026Ying Liu, Yi Ye, Quanyu Feng +5Multi-Hop ReasoningText-Attributed Graph

    The Hong Kong Polytechnic University, Hong Kong SAR, China

  20. TAG-DLM: Diffusion Language Models for Text-Attributed Graph Learning

    Jun 30, 2026Lingjie Chen, Yuanchen Bei, Haobo Xu +3Text-Attributed GraphDiffusion Language Models

    UIUC · VISA

  21. 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

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

    Jun 29, 2026Feifan WangCommunity DetectionText-Attributed Graph

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

  23. Node-to-Neighborhood Semantic Consistency: Text-Topology Alignment for TAGs Anomaly Detection

    Jun 29, 2026Bochen Lin, Jianxiang Yu, Jiayi Wu +3Generalist Graph Anomaly DetectionText-Attributed Graph

    School of Data Science and Engineering, East China Normal University, Shanghai, China · WeChat, Tencent, Guangzhou, China

  24. Bridge the Gaps: Heterogeneous Attributed Graph Clustering via Quaternion Representation Learning

    Jun 22, 2026Xinxi Chen, Junyang Chen, Yiqun Zhang +2Text-Attributed GraphGraph Representation Learning

    School of Computer Science and Technology, Guangdong University of Technology, Guangzhou 510006, China

  25. TaLK: Text-attributed Graph Dataset Distillation via Coupling Language Model with Graph-Aware Kernel

    Jun 22, 2026Yeongho Kim, Yeonje Choi, Kijung ShinText-Attributed GraphGraph Neural Networks

    Kim Jaechul Graduate School of AI, KAIST

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

    Jun 15, 2026Bohao Liao, Boyu Deng, Qipeng Song +2Log-Ratio-Based Gaussian Trust WeightText-Attributed Graph

    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

  27. Formalizing and Mitigating Structural Distortion in LLM Attention for Graph Reasoning

    Jun 14, 2026Donald Loveland, Puja Trivedi, Ari Weinstein +2Interleaved Graph AttentionText-Attributed Graph

    University of Michigan Ann Arbor, MI, USA · Amazon Palo Alto, CA, USA

  28. Context-aware Modality-Topology Co-Alignment for Multimodal Attributed Graphs

    Jun 12, 2026Sirui Zhang, Xu Wang, Zhengyu Wu +2Text-Attributed GraphModality Alignment

  29. SMGFM: Spectral Multimodal Graph Pretraining for Multimodal-Attributed Graphs

    Jun 11, 2026Zhengyu Wu, Xu Wang, Hongchao Qin +4Graph Foundation ModelText-Attributed Graph

  30. GraspLLM: Towards Zero-Shot Generalization on Text-Attributed Graphs with LLMs

    Jun 10, 2026Hengyi Feng, Zeang Sheng, Meiyi Qiang +2Text-Attributed GraphGraph-Llm Integrations

    University of Electronic Science and Technology of China · Peking University · Tencent Inc +1

  31. ERAlign: Energy-based Representation Alignment of GNNs and LLMs on Text-attributed Graphs

    Jun 9, 2026Xianlin Zeng, Fan Xia, Xiangyu ChenText-Attributed GraphGraph Neural Networks

    Postdoctoral Research Station at China RongTong Academy of Sciences Group Corporation Limited, Beijing, China · Duke University, Durham, NC, USA.

  32. kk-Nearest Neighbors in Gromov--Wasserstein Space

    Jun 9, 2026Kaitlyn Hohmeier, Nicolas Fraiman, Caroline MoosmuellerGromov--WassersteinApproximate Nearest-Neighbor Search

    University of North Carolina at Chapel Hill, Department of Mathematics · University of North Carolina at Chapel Hill, Department of Statistics and Operations Research

  33. Beyond Homophily: Towards Generalized Graph Reconstruction Attack and Defense

    Jun 6, 2026Zhanke Zhou, Bo Han, Xuan Li +3Graph Neural NetworksText-Attributed Graph

    TMLR Group, Department of Computer Science, Hong Kong Baptist University, Kowloon Tong · Cooperative Medianet Innovation Center, Shanghai Jiao Tong University, Shanghai, China · Department of Computer Science, Stanford University, Stanford, CA 94305, USA +1

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

    Jun 5, 2026Takuto Takahashi, Itsuki Nakayama, Takahiro Mitani +3Text-Attributed GraphGraph Neural Networks

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

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

    Jun 5, 2026Zhe Yang, Ruyi Zhang, Hongtao Chen +4Audio-Visual ReasoningFine-Grained Video Understanding

    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

  36. Text-attributed Graph Condensation via Text Selection and Attribute Matching

    Jun 2, 2026Haowei Han, Yuxiang Wang, Guojia Wan +5Text-Attributed GraphGraph Neural Networks

    School of Computer Science Wuhan University Wuhan, China · Institute for Math & AI Wuhan University Wuhan, China

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

    May 27, 2026Gaspard Michel, Elena V. Epure, Romain Hennequin +2Text-Attributed GraphLiterature

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

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

    May 26, 2026Yiming Xu, Bin Shi, Bo Dong +3Text-Attributed GraphAnti-Money Laundering

    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.

  39. S2Aligner: Pair-Efficient and Transferable Pre-Training for Sparse Text-Attributed Graphs

    May 18, 2026Yuhan Wang, Haopeng Zhang, Yibo Ding +6Text-Attributed GraphLarge Language Model Alignment

    Beihang University, Beijing, China · Tianjin University, Tianjin, China

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

    May 12, 2026Kamel Abdous, Nairouz Mrabah, Mohamed BouguessaText-Attributed GraphGraph Representation Learning

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

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

    May 8, 2026Md Sazzad Hossen, Avimanyu SahooGraph Neural NetworksText-Attributed Graph

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

  42. Beyond Rigid Alignment: Graph Federated Learning via Dual Manifold Calibration

    May 7, 2026Wentao Yu, Bo Han, Jie Yang +1Federated Graph LearningFederated Learning

    School of Computer Science and Engineering Nanjing University of Science and Technology Nanjing, China · Department of Computer Science Hong Kong Baptist University Hong Kong, China · School of Automation and Intelligent Sensing Shanghai Jiao Tong University Shanghai, China

  43. PRISM: Iterative Cross-Modal Posterior Refinement for Dynamic Text-Attributed Graphs

    May 7, 2026Trimble Chang, Yihang Liu, Mingjing Han +1Text-Attributed GraphPrism

    College of Artificial Intelligence Nankai University

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

    May 6, 2026Xinyi Li, Ming Li, Lu Bai +5Text-Attributed GraphHeterogeneity

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

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

    Apr 30, 2026Yihan Zhang, Ercan E. KuruogluGraph Representation LearningText-Attributed Graph

    Shenzhen International Graduate School, Tsinghua University, Shenzhen, China

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

    Apr 30, 2026Ta-Yang Wang, Rajgopal Kannan, Viktor PrasannaText-Attributed GraphGraph Neural Networks

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

  47. ModTGCN: Modularity-aware Graph Neural Networks for Text Classification

    Apr 29, 2026Rajarshi Misra, Aditya Sharma, Vinti Agarwal +1Text-Attributed GraphGraph Neural Networks

    BITS Pilani, India · Independent Researcher

  48. Scalable Production Scheduling: Linear Complexity via Unified Homogeneous Graphs

    Apr 26, 2026Jonathan Hoss, Moritz Link, Noah KlarmannJob Shop SchedulingSchedulers

    Faculty of Management and Engineering, Rosenheim Technical University of Applied Sciences, Germany

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

    Apr 22, 2026Yutong Shen, Ruizhe Xia, Jingyi Liu +1Graph Neural NetworksLabel Propagation

    Beijing University of Technology

  50. Forecasting Individual NetFlows using a Predictive Masked Graph Autoencoder

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

    Department of Computer Architecture Universitat Polit`ecnica de Catalunya Barcelona, Spain

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

    Apr 21, 2026Xiangmeng Wang, Qian Li, Haiyang Xia +3Text-Attributed GraphSubgraphs

  52. FOCAL-Attention for Heterogeneous Multi-Label Prediction

    Apr 21, 2026Chenghao Zhang, Qingqing Long, Ludi Wang +3Text-Attributed GraphMulti-Label Classification

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

  53. 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

    School of Computer Science and Engineering Beihang University Beijing, China 100191

  54. HopRank: Self-Supervised LLM Preference-Tuning on Graphs for Few-Shot Node Classification

    Apr 19, 2026Ziqing Wang, Kaize DingText-Attributed GraphLarge Language Model Classification

    Northwestern University

  55. 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

  56. Improving LLM Reasoning with Homophily-aware Structural and Semantic Text-Attributed Graph Compression

    Jan 13, 2026Zijun Di, Bin Lu, Huquan Kang +5Text-Attributed GraphLLM Reasoning Strategies

    Shanghai Jiao Tong University Shanghai, China

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

    Oct 23, 2025Fiza Husain, Anson Bastos, Anjaly Parayil +4CloudLong-Range Temporal Dependencies

    Microsoft

  58. 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

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

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

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

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

    Sep 9, 2024Sitao Luan, Qincheng Lu, Chenqing Hua +3Text-Attributed GraphGraph Neural Networks

    Mila - Quebec Artificial Intelligence Institute · 1McGill University