← Architectures
Deep Learning › Architectures ›

Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

Rethinking Causal Relationships Learning in Graph Neural Networks AAAI 2024
G-Adapter: Towards Structure-Aware Parameter-Efficient Transfer Learning for Graph Transformer Networks AAAI 2024
A New Mechanism for Eliminating Implicit Conflict in Graph Contrastive Learning AAAI 2024
Improving Distinguishability of Class for Graph Neural Networks AAAI 2024
Transitivity-Preserving Graph Representation Learning for Bridging Local Connectivity and Role-Based Similarity AAAI 2024
Complete Neural Networks for Complete Euclidean Graphs AAAI 2024
Measuring Task Similarity and Its Implication in Fine-Tuning Graph Neural Networks AAAI 2024
Factorized Explainer for Graph Neural Networks AAAI 2024
Higher-Order Graph Convolutional Network with Flower-Petals Laplacians on Simplicial Complexes AAAI 2024
Protein 3D Graph Structure Learning for Robust Structure-Based Protein Property Prediction AAAI 2024
Rethinking Dimensional Rationale in Graph Contrastive Learning from Causal Perspective AAAI 2024
Stratified GNN Explanations through Sufficient Expansion AAAI 2024
DHGCN: Dynamic Hop Graph Convolution Network for Self-Supervised Point Cloud Learning AAAI 2024
Deep Incomplete Multi-View Learning Network with Insufficient Label Information AAAI 2024
GLDL: Graph Label Distribution Learning AAAI 2024
Sterling: Synergistic Representation Learning on Bipartite Graphs AAAI 2024
Patch-Wise Graph Contrastive Learning for Image Translation AAAI 2024
Spear and Shield: Adversarial Attacks and Defense Methods for Model-Based Link Prediction on Continuous-Time Dynamic Graphs AAAI 2024
PC-Conv: Unifying Homophily and Heterophily with Two-Fold Filtering AAAI 2024
Hierarchical Topology Isomorphism Expertise Embedded Graph Contrastive Learning AAAI 2024
Curriculum-Enhanced Residual Soft An-Isotropic Normalization for Over-Smoothness in Deep GNNs AAAI 2024
AdapterGNN: Parameter-Efficient Fine-Tuning Improves Generalization in GNNs AAAI 2024
Towards Effective and General Graph Unlearning via Mutual Evolution AAAI 2024
Value at Adversarial Risk: A Graph Defense Strategy against Cost-Aware Attacks AAAI 2024
Hypergraph Neural Architecture Search AAAI 2024