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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

Mamba-Based Graph Convolutional Networks: Tackling Over-smoothing with Selective State Space IJCAI 2025
SpectralGap: Graph-Level Out-of-Distribution Detection via Laplacian Eigenvalue Gaps IJCAI 2025
Verifying Quantized Graph Neural Networks is PSPACE-complete IJCAI 2025
Generate or Re-Weight? A Mutual-Guidance Method for Class-Imbalanced Graphs IJCAI 2025
Autoregressive Adaptive Hypergraph Transformer for Skeleton-Based Activity Recognition WACV 2025
An End-to-End Simple Clustering Hierarchical Pooling Operation for Graph Learning Based on Top-K Node Selection IJCAI 2025
A Centrality-based Graph Learning Framework IJCAI 2025
Graph-Jigsaw Conditioned Diffusion Model for Skeleton-Based Video Anomaly Detection WACV 2025
Coupling Category Alignment for Graph Domain Adaptation IJCAI 2025
HeTa: Relation-wise Heterogeneous Graph Foundation Attack Model IJCAI 2025
MOOSS: Mask-Enhanced Temporal Contrastive Learning for Smooth State Evolution in Visual Reinforcement Learning WACV 2025
SpaGBOL: Spatial-Graph-Based Orientated Localisation WACV 2025
Explainable Graph Representation Learning via Graph Pattern Analysis IJCAI 2025
Mitigating Message Imbalance in Fraud Detection with Dual-View Graph Representation Learning IJCAI 2025
Exploring the Over-smoothing Problem of Graph Neural Networks for Graph Classification: An Entropy-based Viewpoint IJCAI 2025
STLSP: Integrating Structure and Text with Large Language Models for Link Sign Prediction of Networks IJCAI 2025
Variational Graph Auto-Encoder Driven Graph Enhancement for Sequential Recommendation IJCAI 2025
DGExplainer: Explaining Dynamic Graph Neural Networks via Relevance Back-propagation IJCAI 2025
Query-Based and Unnoticeable Graph Injection Attack from Neighborhood Perspective IJCAI 2025
Representation Learning with Mutual Influence of Modalities for Node Classification in Multi-Modal Heterogeneous Networks IJCAI 2025
TreeFormer: Single-View Plant Skeleton Estimation via Tree-Constrained Graph Generation WACV 2025
Dynamic Graph Neural ODE Network for Multi-modal Emotion Recognition in Conversation COLING 2025
Multi-Modal Entities Matter: Benchmarking Multi-Modal Entity Alignment COLING 2025
HGMP: Heterogeneous Graph Multi-Task Prompt Learning IJCAI 2025
OS-GCL: A One-Shot Learner in Graph Contrastive Learning IJCAI 2025