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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

GNET-QG: Graph Network for Multi-hop Question Generation COLING 2025
Wave-driven Graph Neural Networks with Energy Dynamics for Over-smoothing Mitigation IJCAI 2025
LRGR: Self-Supervised Incomplete Multi-View Clustering via Local Refinement and Global Realignment IJCAI 2025
PerLA: Perceptive 3D Language Assistant CVPR 2025
Rethinking Federated Graph Learning: A Data Condensation Perspective IJCAI 2025
Text Meets Topology: Rethinking Out-of-distribution Detection in Text-Rich Networks EMNLP 2025
A Dynamic Stiefel Graph Neural Network for Efficient Spatio-Temporal Time Series Forecasting IJCAI 2025
Graph-Guided Textual Explanation Generation Framework EMNLP 2025
Strategy-Architecture Synergy: A Multi-View Graph Contrastive Paradigm for Consistent Representations IJCAI 2025
GLProtein: Global-and-Local Structure Aware Protein Representation Learning EMNLP 2025
Learn from Global Rather Than Local: Consistent Context-Aware Representation Learning for Multi-View Graph Clustering IJCAI 2025
Image-Enhanced Hybrid Encoding with Reinforced Contrastive Learning for Spatial Domain Identification in Spatial Transcriptomics IJCAI 2025
Graph Domain Adaptation with Dual-branch Encoder and Two-level Alignment for Whole Slide Image-based Survival Prediction ICCV 2025
HyperDet: Source Detection in Hypergraphs via Interactive Relationship Construction and Feature-rich Attention Fusion IJCAI 2025
DHTAGK: Deep Hierarchical Transitive-Aligned Graph Kernels for Graph Classification IJCAI 2025
HygMap: Representing All Types of Map Entities via Heterogeneous Hypergraph IJCAI 2025
Learn to Think: Bootstrapping LLM Logic Through Graph Representation Learning IJCAI 2025
On Oversquashing in Graph Neural Networks Through the Lens of Dynamical Systems AAAI 2025
The Graph’s Apprentice: Teaching an LLM Low-Level Knowledge for Circuit Quality Estimation IJCAI 2025
Heterogeneous Graph Neural Network on Semantic Tree AAAI 2025
Vision-Language Neural Graph Featurization for Extracting Retinal Lesions ICCV 2025
Structure-Adaptive Multi-View Graph Clustering for Remote Sensing Data AAAI 2025
Automated Decision-Making on Networks with LLMs through Knowledge-Guided Evolution IJCAI 2025
Scalable Primal Heuristics Using Graph Neural Networks for Combinatorial Optimization (Abstract Reprint) IJCAI 2025
Discrete Curvature Graph Information Bottleneck AAAI 2025