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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

Graph Disentangled Contrastive Learning with Personalized Transfer for Cross-Domain Recommendation AAAI 2024
Multimodal Event Causality Reasoning with Scene Graph Enhanced Interaction Network AAAI 2024
Spectral-Based Graph Neural Networks for Complementary Item Recommendation AAAI 2024
Tail-STEAK: Improve Friend Recommendation for Tail Users via Self-Training Enhanced Knowledge Distillation AAAI 2024
Graph Contrastive Invariant Learning from the Causal Perspective AAAI 2024
HGE: Embedding Temporal Knowledge Graphs in a Product Space of Heterogeneous Geometric Subspaces AAAI 2024
Refining Latent Homophilic Structures over Heterophilic Graphs for Robust Graph Convolution Networks AAAI 2024
Link Prediction in Multilayer Networks via Cross-Network Embedding AAAI 2024
LAFA: Multimodal Knowledge Graph Completion with Link Aware Fusion and Aggregation AAAI 2024
Mixed Geometry Message and Trainable Convolutional Attention Network for Knowledge Graph Completion AAAI 2024
Motif-Aware Riemannian Graph Neural Network with Generative-Contrastive Learning AAAI 2024
Fine-Tuning Graph Neural Networks by Preserving Graph Generative Patterns AAAI 2024
Towards Dynamic Spatial-Temporal Graph Learning: A Decoupled Perspective AAAI 2024
Review-Enhanced Hierarchical Contrastive Learning for Recommendation AAAI 2024
Open-Set Graph Domain Adaptation via Separate Domain Alignment AAAI 2024
Poincaré Differential Privacy for Hierarchy-Aware Graph Embedding AAAI 2024
Revisiting Graph-Based Fraud Detection in Sight of Heterophily and Spectrum AAAI 2024
Empowering Dual-Level Graph Self-Supervised Pretraining with Motif Discovery AAAI 2024
Hypergraph Joint Representation Learning for Hypervertices and Hyperedges via Cross Expansion AAAI 2024
FairSIN: Achieving Fairness in Graph Neural Networks through Sensitive Information Neutralization AAAI 2024
Graph Neural Networks with Soft Association between Topology and Attribute AAAI 2024
WaveNet: Tackling Non-stationary Graph Signals via Graph Spectral Wavelets AAAI 2024
ROG_PL: Robust Open-Set Graph Learning via Region-Based Prototype Learning AAAI 2024
Temporal Graph Contrastive Learning for Sequential Recommendation AAAI 2024
GMP-AR: Granularity Message Passing and Adaptive Reconciliation for Temporal Hierarchy Forecasting AAAI 2024