Are Graph Embeddings the Panacea? An Empirical Survey from the Data Fitness Perspective Apr 25, 2024 Graph Classification Graph Embedding
Code Code Available CKGConv: General Graph Convolution with Continuous Kernels Apr 21, 2024 Graph Classification Graph Learning
Code Code Available Multi-View Subgraph Neural Networks: Self-Supervised Learning with Scarce Labeled Data Apr 19, 2024 Node Classification Self-Supervised Learning
— Unverified Graph Convolutional Network For Semi-supervised Node Classification With Subgraph Sketching Apr 19, 2024 Classification Clustering
— Unverified A Clean-graph Backdoor Attack against Graph Convolutional Networks with Poisoned Label Only Apr 19, 2024 Backdoor Attack Graph Classification
— Unverified You do not have to train Graph Neural Networks at all on text-attributed graphs Apr 17, 2024 All Attribute
— Unverified Rethinking the Graph Polynomial Filter via Positive and Negative Coupling Analysis Apr 16, 2024 Node Classification
— Unverified AGHINT: Attribute-Guided Representation Learning on Heterogeneous Information Networks with Transformer Apr 16, 2024 Attribute Node Classification
— Unverified Polynomial Selection in Spectral Graph Neural Networks: An Error-Sum of Function Slices Approach Apr 15, 2024 Anomaly Detection Graph Anomaly Detection
Code Code Available Hyperbolic Heterogeneous Graph Attention Networks Apr 15, 2024 Clustering Graph Attention
— Unverified VideoSAGE: Video Summarization with Graph Representation Learning Apr 14, 2024 Graph Representation Learning Node Classification
Code Code Available Hierarchical Attention Models for Multi-Relational Graphs Apr 14, 2024 Graph Attention Link Prediction
Code Code Available Fair Graph Neural Network with Supervised Contrastive Regularization Apr 9, 2024 counterfactual Fairness
— Unverified Graph Neural Networks for Binary Programming Apr 7, 2024 Graph Representation Learning Node Classification
— Unverified Spectral Graph Pruning Against Over-Squashing and Over-Smoothing Apr 6, 2024 Node Classification
Code Code Available Theoretical and Empirical Insights into the Origins of Degree Bias in Graph Neural Networks Apr 4, 2024 Node Classification
Code Code Available Generative-Contrastive Heterogeneous Graph Neural Network Apr 3, 2024 Contrastive Learning Data Augmentation
Code Code Available GLEMOS: Benchmark for Instantaneous Graph Learning Model Selection Apr 2, 2024 Graph Learning Link Prediction
Code Code Available HypeBoy: Generative Self-Supervised Representation Learning on Hypergraphs Mar 31, 2024 Hypergraph representations Node Classification
Code Code Available HeteroMILE: a Multi-Level Graph Representation Learning Framework for Heterogeneous Graphs Mar 31, 2024 Graph Embedding Graph Representation Learning
— Unverified Beyond the Known: Novel Class Discovery for Open-world Graph Learning Mar 29, 2024 Graph Learning Graph Neural Network
— Unverified Graph Neural Aggregation-diffusion with Metastability Mar 29, 2024 Node Classification
— Unverified HealthGAT: Node Classifications in Electronic Health Records using Graph Attention Networks Mar 26, 2024 Graph Attention Node Classification
Code Code Available Variational Graph Auto-Encoder Based Inductive Learning Method for Semi-Supervised Classification Mar 26, 2024 Graph Representation Learning Inductive Learning
— Unverified Learn from Heterophily: Heterophilous Information-enhanced Graph Neural Network Mar 26, 2024 Graph Learning Graph Neural Network
Code Code Available ChebMixer: Efficient Graph Representation Learning with MLP Mixer Mar 25, 2024 Graph Mining Graph Representation Learning
— Unverified Node Classification via Semantic-Structural Attention-Enhanced Graph Convolutional Networks Mar 24, 2024 Graph Neural Network Node Classification
— Unverified A Federated Parameter Aggregation Method for Node Classification Tasks with Different Graph Network Structures Mar 24, 2024 Federated Learning Graph Neural Network
— Unverified Exploring the Potential of Large Language Models in Graph Generation Mar 21, 2024 Drug Discovery Graph Generation
— Unverified Open-World Semi-Supervised Learning for Node Classification Mar 18, 2024 Classification Contrastive Learning
Code Code Available Generation is better than Modification: Combating High Class Homophily Variance in Graph Anomaly Detection Mar 15, 2024 Anomaly Detection Graph Anomaly Detection
— Unverified Robust Subgraph Learning by Monitoring Early Training Representations Mar 14, 2024 Adversarial Robustness Decision Making
— Unverified Reduced Jeffries-Matusita distance: A Novel Loss Function to Improve Generalization Performance of Deep Classification Models Mar 13, 2024 Classification Data Augmentation
— Unverified Iterative Graph Neural Network Enhancement via Frequent Subgraph Mining of Explanations Mar 12, 2024 Graph Learning Graph Neural Network
— Unverified SiGNN: A Spike-induced Graph Neural Network for Dynamic Graph Representation Learning Mar 11, 2024 Graph Neural Network Graph Representation Learning
— Unverified A Differential Geometric View and Explainability of GNN on Evolving Graphs Mar 11, 2024 Graph Classification Link Prediction
— Unverified L^2GC:Lorentzian Linear Graph Convolutional Networks for Node Classification Mar 10, 2024 Node Classification
Code Code Available Task-Oriented GNNs Training on Large Knowledge Graphs for Accurate and Efficient Modeling Mar 9, 2024 Knowledge Graphs Link Prediction
Code Code Available Spectral Invariant Learning for Dynamic Graphs under Distribution Shifts Mar 8, 2024 Link Prediction Node Classification
Code Code Available Entropy Aware Message Passing in Graph Neural Networks Mar 7, 2024 Node Classification
Code Code Available Better Schedules for Low Precision Training of Deep Neural Networks Mar 4, 2024 Node Classification Quantization
— Unverified Polynormer: Polynomial-Expressive Graph Transformer in Linear Time Mar 2, 2024 Node Classification
Code Code Available OpenGraph: Towards Open Graph Foundation Models Mar 2, 2024 Data Augmentation Graph Learning
Code Code Available Pairwise Alignment Improves Graph Domain Adaptation Mar 2, 2024 Domain Adaptation GRAPH DOMAIN ADAPTATION
Code Code Available Decoupled Subgraph Federated Learning Feb 29, 2024 Federated Learning Node Classification
Code Code Available ROG_PL: Robust Open-Set Graph Learning via Region-Based Prototype Learning Feb 28, 2024 Denoising Graph Learning
— Unverified GNNDLD: Graph Neural Network with Directional Label Distribution Feb 26, 2024 Graph Neural Network Node Classification
— Unverified Hyperdimensional Representation Learning for Node Classification and Link Prediction Feb 26, 2024 Classification class-incremental learning
— Unverified Understanding Oversmoothing in Diffusion-Based GNNs From the Perspective of Operator Semigroup Theory Feb 23, 2024 Node Classification
— Unverified Graph Parsing Networks Feb 22, 2024 Graph Classification Graph Reconstruction
Code Code Available 