Graph Neural Networks

Exploring the Role of Node Diversity in Directed Graph Representation Learning IJCAI 2024 Exponential Quantum Communication Advantage in Distributed Inference and Learning NeurIPS 2024 Expressive Multi-Agent Communication via Identity-Aware Learning AAAI 2024 Extending Power of Nature from Binary to Real-Valued Graph Learning in Real World ICLR 2024 Extending Test-Time Augmentation with Metamorphic Relations for Combinatorial Problems ICML 2024 Extracting Training Data from Molecular Pre-trained Models NeurIPS 2024 EyeGraph: Modularity-aware Spatio Temporal Graph Clustering for Continuous Event-based Eye Tracking NeurIPS 2024 Factorized Explainer for Graph Neural Networks AAAI 2024 Fair Graph Learning Using Constraint-Aware Priority Adjustment and Graph Masking in River Networks AAAI 2024 FairSIN: Achieving Fairness in Graph Neural Networks through Sensitive Information Neutralization AAAI 2024 Faster Local Solvers for Graph Diffusion Equations NeurIPS 2024 Fast Graph Sharpness-Aware Minimization for Enhancing and Accelerating Few-Shot Node Classification NeurIPS 2024 Fast Tree-Field Integrators: From Low Displacement Rank to Topological Transformers NeurIPS 2024 FBLG: A Local Graph Based Approach for Handling Dual Skewed Non-IID Data in Federated Learning IJCAI 2024 FC-GNN: Recovering Reliable and Accurate Correspondences from Interferences CVPR 2024 Feature Distribution on Graph Topology Mediates the Effect of Graph Convolution: Homophily Perspective ICML 2024 Feature Transportation Improves Graph Neural Networks AAAI 2024 Federated Graph Learning for Cross-Domain Recommendation NeurIPS 2024 Federated Graph Learning under Domain Shift with Generalizable Prototypes AAAI 2024 Federated Learning For Heterogeneous Electronic Health Records Utilising Augmented Temporal Graph Attention Networks AISTATS 2024 Federated Self-Explaining GNNs with Anti-shortcut Augmentations ICML 2024 FedSSP: Federated Graph Learning with Spectral Knowledge and Personalized Preference NeurIPS 2024 Few-Shot Event Argument Extraction Based on a Meta-Learning Approach NAACL 2024 Few-Shot Semantic Dependency Parsing via Graph Contrastive Learning COLING 2024 Fine-Grained Multi-View Hand Reconstruction Using Inverse Rendering AAAI 2024