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text-attributed graph

38 papers

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Papers

CITE: Benchmarking Heterogeneous Text-Attributed Graph Models ACL 2026 Compressing LLM Knowledge into Graph Representations for Text-attributed Graphs Learning ACL 2026 From Nodes to Narratives: Explaining Graph Neural Networks with LLMs and Graph Context ACL 2026 GASE: Graph-Aware Semantic Embedding Learning with Frozen LLMs for Text-Attributed Graphs ACL 2026 GCL-OT: Graph Contrastive Learning with Optimal Transport for Heterophilic Text-Attributed Graphs AAAI 2026 GraphTextack: A Realistic Black-Box Node Injection Attack on LLM-Enhanced GNNs AAAI 2026 LLM-Enhanced Energy Contrastive Learning for Out-of-Distribution Detection in Text-Attributed Graphs AAAI 2026 Stage-Aware Graph Contrastive Learning with Node-oriented Mixture of Experts AAAI 2026 THGB: A Comprehensive Benchmark for Text-attributed Heterogeneous Graphs AAAI 2026 Towards Robust Text-Attributed Federated Graph Learning: Multimodal Threats and Defense AAAI 2026 Unlocking Multi-Modal Potentials for Link Prediction on Dynamic Text-Attributed Graphs AAAI 2026 Can Large Language Models Act as Ensembler for Multi-GNNs? EMNLP 2025 Can LLMs Convert Graphs to Text-Attributed Graphs? NAACL 2025 Each graph is a new language: Graph Learning with LLMs ACL 2025 Exploiting Text Semantics for Few and Zero Shot Node Classification on Text-attributed Graph IJCAI 2025 Fair Text-Attributed Graph Representation Learning EMNLP 2025 Generalization Principles for Inference over Text-Attributed Graphs with Large Language Models ICML 2025 GraphICL: Unlocking Graph Learning Potential in LLMs through Structured Prompt Design NAACL 2025 HiTuner: Hierarchical Semantic Fusion Model Fine-Tuning on Text-Attributed Graphs IJCAI 2025 Large Language Model Meets Graph Neural Network in Knowledge Distillation AAAI 2025 Leveraging Large Language Models for Node Generation in Few-Shot Learning on Text-Attributed Graphs AAAI 2025 MARK: Multi-agent Collaboration with Ranking Guidance for Text-attributed Graph Clustering ACL 2025 Out-of-Distribution Detection via LLM-Guided Outlier Generation for Text-attributed Graph ACL 2025 Taming Language Models for Text-attributed Graph Learning with Decoupled Aggregation ACL 2025 Text-Attributed Graph Learning with Coupled Augmentations COLING 2025