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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