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Graph Neural Networks

4,522 papers

Papers per year

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Papers

Coupling Category Alignment for Graph Domain Adaptation IJCAI 2025
A Prior-based Discrete Diffusion Model for Social Graph Generation IJCAI 2025
A Centrality-based Graph Learning Framework IJCAI 2025
An End-to-End Simple Clustering Hierarchical Pooling Operation for Graph Learning Based on Top-K Node Selection IJCAI 2025
Generate or Re-Weight? A Mutual-Guidance Method for Class-Imbalanced Graphs IJCAI 2025
Community-Aware Graph Transformer for Brain Disorder Identification IJCAI 2025
Verifying Quantized Graph Neural Networks is PSPACE-complete IJCAI 2025
FGeo-HyperGNet: Geometric Problem Solving Integrating FormalGeo Symbolic System and Hypergraph Neural Network IJCAI 2025
HiTuner: Hierarchical Semantic Fusion Model Fine-Tuning on Text-Attributed Graphs IJCAI 2025
Federated Multi-view Graph Clustering with Incomplete Attribute Imputation IJCAI 2025
Tensorial Multi-view Clustering with Deep Anchor Graph Projection IJCAI 2025
Learn from Global Rather Than Local: Consistent Context-Aware Representation Learning for Multi-View Graph Clustering IJCAI 2025
SpectralGap: Graph-Level Out-of-Distribution Detection via Laplacian Eigenvalue Gaps IJCAI 2025
Mamba-Based Graph Convolutional Networks: Tackling Over-smoothing with Selective State Space IJCAI 2025
FedBG: Proactively Mitigating Bias in Cross-Domain Graph Federated Learning Using Background Data IJCAI 2025
Going Beyond Consistency: Target-oriented Multi-view Graph Neural Network IJCAI 2025
Leveraging Peer-Informed Label Consistency for Robust Graph Neural Networks with Noisy Labels IJCAI 2025
Uncertainty-guided Graph Contrastive Learning from a Unified Perspective IJCAI 2025
Critical Node-aware Augmentation for Hypergraph Contrastive Learning IJCAI 2025
Multi-Omics Analysis for Cancer Subtype Inference via Unrolling Graph Smoothness Priors IJCAI 2025
Mitigating Over-Smoothing in Graph Neural Networks via Separation Coefficient-Guided Adaptive Graph Structure Adjustment IJCAI 2025
SALE-MLP: Structure Aware Latent Embeddings for GNN to Graph-free MLP Distillation IJCAI 2025
What Can We Learn From MIMO Graph Convolutions? IJCAI 2025
HGEN: Heterogeneous Graph Ensemble Networks IJCAI 2025
GSDNet: Revisiting Incomplete Multimodality-Diffusion Emotion Recognition from the Perspective of Graph Spectrum IJCAI 2025