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Graph Neural Networks

4,522 papers

Papers per year

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Papers

RTE-GMoE: A Model-agnostic Approach for Relation Triplet Extraction via Graph-based Mixture-of-Expert Mutual Learning EMNLP 2025
Multimodal Fine-grained Context Interaction Graph Modeling for Conversational Speech Synthesis EMNLP 2025
Unmasking Fake Careers: Detecting Machine-Generated Career Trajectories via Multi-layer Heterogeneous Graphs EMNLP 2025
LGA: LLM-GNN Aggregation for Temporal Evolution Attribute Graph Prediction EMNLP 2025
HyperKGR: Knowledge Graph Reasoning in Hyperbolic Space with Graph Neural Network Encoding Symbolic Path EMNLP 2025
GraphAgent: Agentic Graph Language Assistant EMNLP 2025
Can Large Language Models Act as Ensembler for Multi-GNNs? EMNLP 2025
Improving Handshape Representations for Sign Language Processing: A Graph Neural Network Approach EMNLP 2025
Graph-Guided Textual Explanation Generation Framework EMNLP 2025
Cross-Document Cross-Lingual NLI via RST-Enhanced Graph Fusion and Interpretability Prediction EMNLP 2025
Graph-Based Multi-Trait Essay Scoring EMNLP 2025
Structural Patent Classification Using Label Hierarchy Optimization EMNLP 2025
LAGCL4Rec: When LLMs Activate Interactions Potential in Graph Contrastive Learning for Recommendation EMNLP 2025
GLProtein: Global-and-Local Structure Aware Protein Representation Learning EMNLP 2025
Beyond the Scientific Document: A Citation-Aware Multi-Granular Summarization Approach with Heterogeneous Graphs EMNLP 2025
Leveraging 3D Gaussian for Temporal Knowledge Graph Embedding EMNLP 2025
‘Hello, World!’: Making GNNs Talk with LLMs EMNLP 2025
Fair Text-Attributed Graph Representation Learning EMNLP 2025
HGAdapter: Hypergraph-based Adapters in Language Models for Code Summarization and Clone Detection EMNLP 2025
HetGCoT: Heterogeneous Graph-Enhanced Chain-of-Thought LLM Reasoning for Academic Question Answering EMNLP 2025
GRIL: Knowledge Graph Retrieval-Integrated Learning with Large Language Models EMNLP 2025
GAMIC: Graph-Aligned Molecular In-context Learning for Molecule Analysis via LLMs EMNLP 2025
Capturing Latent Modal Association For Multimodal Entity Alignment EMNLP 2025
HomoGraphAdapter: A Homogeneous Graph Neural Network as an Effective Adapter for Vision-Language Models EMNLP 2025
GReX: A Graph Neural Network-Based Rerank-then-Expand Method for Detecting Conflicts Among Legal Articles in Korean Criminal Law EMNLP 2025