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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

R²-CoD: Understanding Text-Graph Complementarity in Relational Reasoning via Knowledge Co-Distillation IJCNLP 2025
DGExplainer: Explaining Dynamic Graph Neural Networks via Relevance Back-propagation IJCAI 2025
Variational Graph Auto-Encoder Driven Graph Enhancement for Sequential Recommendation IJCAI 2025
Learning Efficient and Generalizable Human Representation with Human Gaussian Model ICCV 2025
STLSP: Integrating Structure and Text with Large Language Models for Link Sign Prediction of Networks IJCAI 2025
GDiffRetro: Retrosynthesis Prediction with Dual Graph Enhanced Molecular Representation and Diffusion Generation AAAI 2025
Exploring the Over-smoothing Problem of Graph Neural Networks for Graph Classification: An Entropy-based Viewpoint IJCAI 2025
PScalpel: A Machine Learning-based Guider for Protein Phase-Separating Behaviour Alteration AAAI 2025
Mitigating Message Imbalance in Fraud Detection with Dual-View Graph Representation Learning IJCAI 2025
SIGraph: Saliency Image-Graph Network for Retinal Disease Classification in Fundus Image AAAI 2025
Explainable Graph Representation Learning via Graph Pattern Analysis IJCAI 2025
Scalable Quantum-Inspired Optimization Through Dynamic Qubit Compression AAAI 2025
HeTa: Relation-wise Heterogeneous Graph Foundation Attack Model IJCAI 2025
Revisiting Graph Contrastive Learning on Anomaly Detection: A Structural Imbalance Perspective AAAI 2025
Coupling Category Alignment for Graph Domain Adaptation IJCAI 2025
Weighted Embeddings for Low-Dimensional Graph Representation AAAI 2025
A Centrality-based Graph Learning Framework IJCAI 2025
Large Language Models Enhanced Personalized Graph Neural Architecture Search in Federated Learning AAAI 2025
An End-to-End Simple Clustering Hierarchical Pooling Operation for Graph Learning Based on Top-K Node Selection IJCAI 2025
G-Safeguard: A Topology-Guided Security Lens and Treatment on LLM-based Multi-agent Systems ACL 2025
Generate or Re-Weight? A Mutual-Guidance Method for Class-Imbalanced Graphs IJCAI 2025
GReX: A Graph Neural Network-Based Rerank-then-Expand Method for Detecting Conflicts Among Legal Articles in Korean Criminal Law EMNLP 2025
Verifying Quantized Graph Neural Networks is PSPACE-complete IJCAI 2025
HetGCoT: Heterogeneous Graph-Enhanced Chain-of-Thought LLM Reasoning for Academic Question Answering EMNLP 2025
Edge-free but Structure-aware: Prototype-Guided Knowledge Distillation from GNNs to MLPs COLING 2025