Text-Attributed Graph

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5 papers in the last 28 days · 0.1% of indexed attention

Twelve weeks of publication activity for this topic as it is defined today.

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Graph Neural NetworksGraph LearningMulti-View Gated Graph Attention NetworkGraph StructureGnn-Based DetectorsMessage Passing Neural NetworksSubgraphsMultiplex Graph Transformers

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Period ending 2026-09-14

5 new papers

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  1. 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 Graph Embeddings

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

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

  3. Structurally Speaking: Motif-Oriented Graph Captioning through Bidirectional Graph-Text Translation

    Sep 10, 2026Hsiao-Ying Lu, Dongyu Liu, Kwan-Liu MaText-Attributed GraphVideo Captioning

  4. 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

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

    Sep 8, 2026Jonathan Frank, David Richerby, Ansgar ScherpMultimodal Graph Foundation LearningText-Attributed Graph

  6. TTGBench: Benchmarking Topological Evolution and Semantic Drift in Text-attributed Temporal Graphs

    Sep 8, 2026Longfei Ma, Zemin Liu, Fei WuTemporal Graph Neural NetworksText-Attributed Graph

  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

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

    Aug 3, 2026Kleyton da Costa, Bernardo ModenesiMulti-View Gated Graph Attention NetworkText-Attributed Graph

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

    Jul 31, 2026Junbo Wang, Liangyu Fu, Yuke Li +2Video CaptioningText-Attributed Graph

  10. LLMs Can Annotate Attribution Graphs

    Jul 28, 2026Ameen Patel, Max Zhang, Nathan HuText-Attributed GraphMultilayer Perceptrons

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

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

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

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

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

    Jun 29, 2026Zhifei Hu, Alexandra I. CristeaText-Attributed GraphGraph Neural Networks

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

    Jun 29, 2026Feifan WangText-Attributed GraphHeterogeneity

  15. 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

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

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

  17. 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

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

    Jun 14, 2026Donald Loveland, Puja Trivedi, Ari Weinstein +2Multi-View Gated Graph Attention NetworkText-Attributed Graph

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

    Jun 10, 2026Hengyi Feng, Zeang Sheng, Meiyi Qiang +2Text-Attributed Graph

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

    Jun 10, 2026Zhuoyi Peng, Hanlin Gu, Lixin Fan +1Text-Attributed GraphGnn-Based Detectors

  21. 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

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

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

  23. 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

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

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

  25. Graph Instance Landscapes: When Structural Similarity Does (Not) Reflect Shortest-Path Performance

    Jun 1, 2026Maryam Gholami Shiri, Ivana Krminac, Marko Djukanović +3Shortest PathsDistance

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

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

  27. CAMERA: Adapting to Semantic Camouflage in Unsupervised Text-Attributed Graph Fraud Detection

    May 19, 2026Junjun Pan, Yixin Liu, Yu Zheng +3Fraud DetectionGeneralist Graph Anomaly Detection

  28. TERGAD: Structure-Aware Text-Enhanced Representations for Graph Anomaly Detection

    May 19, 2026Wen Shi, Zhe Wang, Huafei Huang +6Generalist Graph Anomaly DetectionText-Attributed Graph

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

    May 18, 2026Yuhan Wang, Haopeng Zhang, Yibo Ding +6Text-Attributed GraphHierarchical Semantic Alignment

  30. Reconnecting Fragmented Citation Networks with Semantic Augmentation

    May 12, 2026Vu Thi Huong, Annika Buchholz, Imene Khebouri +5CitationsText-Attributed Graph

  31. 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

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

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

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

    May 7, 2026Trimble Chang, Yihang Liu, Mingjing Han +1Multimodal GraphText-Attributed Graph

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

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

  35. From Unstructured to Structured: LLM-Guided Attribute Graphs for Entity Search and Ranking

    Apr 30, 2026Yilun Zhu, Nikhita Vedula, Shervin MalmasiProductsGenerative Reasoning Re-Rankers

  36. 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

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

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

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

    Apr 26, 2026Jonathan Hoss, Moritz Link, Noah KlarmannFlexible Job-Shop SchedulingFaster Inference

  39. 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

  40. Forecasting Individual NetFlows using a Predictive Masked Graph Autoencoder

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

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

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

  42. 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

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

    Apr 19, 2026Ziqing Wang, Kaize DingText-Attributed Graph

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

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

  45. Disentangle-then-Refine: LLM-Guided Decoupling and Structure-Aware Refinement for Graph Contrastive Learning

    Apr 16, 2026Zhaoxing Li, Hai-Feng Zhang, Xiaoming ZhangText-Attributed GraphDisentanglement

  46. 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 Methods

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

    Mar 5, 2025Xi Zhu, Haochen Xue, Ziwei Zhao +7Text-Attributed GraphGraph Neural Networks

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

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

  49. 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

  50. Provable Filter for Real-world Graph Clustering

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