Graph Neural Networks

GLBench: A Comprehensive Benchmark for Graph with Large Language Models NeurIPS 2024 GLiDR: Topologically Regularized Graph Generative Network for Sparse LiDAR Point Clouds CVPR 2024 Gradient Rewiring for Editable Graph Neural Network Training NeurIPS 2024 GRANOLA: Adaptive Normalization for Graph Neural Networks NeurIPS 2024 Graph Anomaly Detection via Prototype-Aware Label Propagation (Student Abstract) AAAI 2024 Graphcode: Learning from multiparameter persistent homology using graph neural networks NeurIPS 2024 Graph Contrastive Invariant Learning from the Causal Perspective AAAI 2024 Graph Convolutions Enrich the Self-Attention in Transformers! NeurIPS 2024 Graph Edit Distance with General Costs Using Neural Set Divergence NeurIPS 2024 Graph-enhanced Optimizers for Structure-aware Recommendation Embedding Evolution NeurIPS 2024 Graph Invariant Learning with Subgraph Co-mixup for Out-of-Distribution Generalization AAAI 2024 Graph Learning for Numeric Planning NeurIPS 2024 Graph Learning in 4D: A Quaternion-Valued Laplacian to Enhance Spectral GCNs AAAI 2024 Graph Machine Learning through the Lens of Bilevel Optimization AISTATS 2024 Graph Neural Flows for Unveiling Systemic Interactions Among Irregularly Sampled Time Series NeurIPS 2024 Graph Neural Networks and Arithmetic Circuits NeurIPS 2024 Graph neural networks and non-commuting operators NeurIPS 2024 Graph Neural Networks Do Not Always Oversmooth NeurIPS 2024 Graph Neural Networks Need Cluster-Normalize-Activate Modules NeurIPS 2024 Graph Neural Networks (with Proper Weights) Can Escape Oversmoothing ACML 2024 Graph Neural Networks with Soft Association between Topology and Attribute AAAI 2024 Graph Pruning for Enumeration of Minimal Unsatisfiable Subsets AISTATS 2024 Hawkes-Enhanced Spatial-Temporal Hypergraph Contrastive Learning Based on Criminal Correlations AAAI 2024 HGPrompt: Bridging Homogeneous and Heterogeneous Graphs for Few-Shot Prompt Learning AAAI 2024 Hierarchical and Incremental Structural Entropy Minimization for Unsupervised Social Event Detection AAAI 2024