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graph structure

190 papers

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graph neural network (3962) large language model (13587) knowledge graph (1837) representation learning (6206) node classification (482) link prediction (624) contrastive learning (4032) language model (4599) transfer learning (5449) unsupervised learning (3264)

Papers

Spatiotemporal-aware Trend-Seasonality Decomposition Network for Traffic Flow Forecasting AAAI 2025
A Multi-modal Large Language Model with Graph-of-Thought for Effective Recommendation NAACL 2025
Accurate Link Prediction for Edge-Incomplete Graphs via PU Learning AAAI 2025
Graph Consistency and Diversity Measurement for Federated Multi-View Clustering AAAI 2025
SLRL: Semi-Supervised Local Community Detection Based on Reinforcement Learning AAAI 2025
Hallucination Detection in LLMs Using Spectral Features of Attention Maps EMNLP 2025
GEMMAS: Graph-based Evaluation Metrics for Multi Agent Systems EMNLP 2025
Semantic Captioning: Benchmark Dataset and Graph-Aware Few-Shot In-Context Learning for SQL2Text COLING 2025
LightRAG: Simple and Fast Retrieval-Augmented Generation EMNLP 2025
Deep Multi-modal Graph Clustering via Graph Transformer Network AAAI 2025
GeoMM: On Geodesic Perspective for Multi-modal Learning CVPR 2025
Each graph is a new language: Graph Learning with LLMs ACL 2025
Multi-View Empowered Structural Graph Wordification for Language Models AAAI 2025
Towards Explainable Temporal Reasoning in Large Language Models: A Structure-Aware Generative Framework ACL 2025
Demystifying the Power of Large Language Models in Graph Generation NAACL 2025
Gaussian Mixture Model for Graph Domain Adaptation IJCAI 2025
Cross-View Diversity Embedded Consensus Learning for Multi-View Clustering IJCAI 2024
Graph-enhanced Optimizers for Structure-aware Recommendation Embedding Evolution NIPS 2024
Robust Heterophilic Graph Learning against Label Noise for Anomaly Detection IJCAI 2024
Leveraging AMR Graph Structure for Better Sequence-to-Sequence AMR Parsing COLING 2024
Subgraph Pooling: Tackling Negative Transfer on Graphs IJCAI 2024
Augmenting Reasoning Capabilities of LLMs with Graph Structures in Knowledge Base Question Answering EMNLP 2024
Microstructures and Accuracy of Graph Recall by Large Language Models NIPS 2024
Fine-Grained Modeling of Narrative Context: A Coherence Perspective via Retrospective Questions ACL 2024
Graph fission and cross-validation AISTATS 2024