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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

Learn from Global Rather Than Local: Consistent Context-Aware Representation Learning for Multi-View Graph Clustering IJCAI 2025
Adaptive Multi-Faceted Service Capabilities Co-Prediction for Nationwide Terminal Stations in Logistics AAAI 2025
MutationGuard: A Graph and Temporal-Spatial Neural Method for Detecting Mutation Telecommunication Fraud IJCAI 2025
DHTAGK: Deep Hierarchical Transitive-Aligned Graph Kernels for Graph Classification IJCAI 2025
PAMol: Pocket-Aware Drug Design Method with Hypergraph Representation of Protein Pocket Structure and Feature Fusion IJCAI 2025
Dual-branch Graph Feature Learning for NLOS Imaging AAAI 2025
Towards Comprehensive and Prerequisite-Free Explainer for Graph Neural Networks IJCAI 2025
Automated Decision-Making on Networks with LLMs through Knowledge-Guided Evolution IJCAI 2025
Motif Guided Graph Transformers with Combinatorial Skeleton Prototype Learning for Skeleton-Based Person Re-Identification AAAI 2025
MolHFCNet: Enhancing Molecular Graph Representations with Hierarchical Feature Combining and Hybrid Pretraining IJCAI 2025
The Graph’s Apprentice: Teaching an LLM Low-Level Knowledge for Circuit Quality Estimation IJCAI 2025
HyperDet: Source Detection in Hypergraphs via Interactive Relationship Construction and Feature-rich Attention Fusion IJCAI 2025
Image-Enhanced Hybrid Encoding with Reinforced Contrastive Learning for Spatial Domain Identification in Spatial Transcriptomics IJCAI 2025
Unlocking the Potential of Black-box Pre-trained GNNs for Graph Few-shot Learning AAAI 2025
Backdoor Attack on Vertical Federated Graph Neural Network Learning IJCAI 2025
Multimodal Fine-grained Context Interaction Graph Modeling for Conversational Speech Synthesis EMNLP 2025
Learning Regularization for Graph Inverse Problems AAAI 2025
scSiameseClu: A Siamese Clustering Framework for Interpreting Single-cell RNA Sequencing Data IJCAI 2025
NBA3D: Neighbor-Based Confidence Adjustment for 3D Rare Object Detection Using LiDAR AAAI 2025
Critical Node-aware Augmentation for Hypergraph Contrastive Learning IJCAI 2025
Improving Multimodal Social Media Popularity Prediction via Selective Retrieval Knowledge Augmentation AAAI 2025
TESTN: A Triad-Enhanced Spatio-Temporal Network for Multi-Temporal POI Relationship Inference IJCAI 2025
Designing Specialized Two-Dimensional Graph Spectral Filters for Spatial-Temporal Graph Modeling AAAI 2025
Unified Graph Neural Networks Pre-training for Multi-domain Graphs AAAI 2025
State Feedback Enhanced Graph Differential Equations for Multivariate Time Series Forecasting IJCAI 2025