← Architectures
Deep Learning › Architectures ›

Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

Explainable Origin-Destination Crowd Flow Interpolation via Variational Multi-Modal Recurrent Graph Auto-Encoder AAAI 2024
An Efficient Subgraph-Inferring Framework for Large-Scale Heterogeneous Graphs AAAI 2024
MKG-FENN: A Multimodal Knowledge Graph Fused End-to-End Neural Network for Accurate Drug–Drug Interaction Prediction AAAI 2024
MINES: Message Intercommunication for Inductive Relation Reasoning over Neighbor-Enhanced Subgraphs AAAI 2024
Prot2Text: Multimodal Protein’s Function Generation with GNNs and Transformers AAAI 2024
Unsupervised Neighborhood Propagation Kernel Layers for Semi-supervised Node Classification AAAI 2024
No Prejudice! Fair Federated Graph Neural Networks for Personalized Recommendation AAAI 2024
Disentangled Partial Label Learning AAAI 2024
TREE-G: Decision Trees Contesting Graph Neural Networks AAAI 2024
DGCLUSTER: A Neural Framework for Attributed Graph Clustering via Modularity Maximization AAAI 2024
MSGNet: Learning Multi-Scale Inter-series Correlations for Multivariate Time Series Forecasting AAAI 2024
Continuous-Time Graph Representation with Sequential Survival Process AAAI 2024
Deep Contrastive Graph Learning with Clustering-Oriented Guidance AAAI 2024
TopoGCL: Topological Graph Contrastive Learning AAAI 2024
CUTS+: High-Dimensional Causal Discovery from Irregular Time-Series AAAI 2024
SNN-PDE: Learning Dynamic PDEs from Data with Simplicial Neural Networks AAAI 2024
Graph-Based Prediction and Planning Policy Network (GP3Net) for Scalable Self-Driving in Dynamic Environments Using Deep Reinforcement Learning AAAI 2024
SEA-GWNN: Simple and Effective Adaptive Graph Wavelet Neural Network AAAI 2024
Self-Interpretable Graph Learning with Sufficient and Necessary Explanations AAAI 2024
DGA-GNN: Dynamic Grouping Aggregation GNN for Fraud Detection AAAI 2024
Provably Powerful Graph Neural Networks for Directed Multigraphs AAAI 2024
Feature Transportation Improves Graph Neural Networks AAAI 2024
Neural Gaussian Similarity Modeling for Differential Graph Structure Learning AAAI 2024
Improving GNN Calibration with Discriminative Ability: Insights and Strategies AAAI 2024
Graph Learning in 4D: A Quaternion-Valued Laplacian to Enhance Spectral GCNs AAAI 2024