Mitigating Semantic Confusion from Hostile Neighborhood for Graph Active Learning Aug 17, 2023 Active Learning Diversity
Code Code Available Independent Distribution Regularization for Private Graph Embedding Aug 16, 2023 Attribute Graph Embedding
Code Code Available KMF: Knowledge-Aware Multi-Faceted Representation Learning for Zero-Shot Node Classification Aug 15, 2023 Node Classification Representation Learning
— Unverified Node Embedding for Homophilous Graphs with ARGEW: Augmentation of Random walks by Graph Edge Weights Aug 11, 2023 Node Classification
— Unverified G^2Pxy: Generative Open-Set Node Classification on Graphs with Proxy Unknowns Aug 10, 2023 Classification Inductive Learning
— Unverified Local Structure-aware Graph Contrastive Representation Learning Aug 7, 2023 Contrastive Learning Graph Neural Network
— Unverified Communication-Free Distributed GNN Training with Vertex Cut Aug 6, 2023 GPU Node Classification
— Unverified Label Inference Attacks against Node-level Vertical Federated GNNs Aug 4, 2023 Federated Learning Node Classification
— Unverified DiffusAL: Coupling Active Learning with Graph Diffusion for Label-Efficient Node Classification Jul 31, 2023 Active Learning Graph Learning
Code Code Available Feature Transportation Improves Graph Neural Networks Jul 29, 2023 Node Classification
— Unverified MUSE: Multi-View Contrastive Learning for Heterophilic Graphs Jul 29, 2023 Contrastive Learning Diversity
— Unverified Addressing the Impact of Localized Training Data in Graph Neural Networks Jul 24, 2023 Anomaly Detection Graph Generation
Code Code Available Learning Adaptive Neighborhoods for Graph Neural Networks Jul 18, 2023 Node Classification Point Cloud Classification
— Unverified From random-walks to graph-sprints: a low-latency node embedding framework on continuous-time dynamic graphs Jul 17, 2023 Graph Representation Learning Node Classification
— Unverified Curriculum Learning for Graph Neural Networks: A Multiview Competence-based Approach Jul 17, 2023 Link Prediction Node Classification
— Unverified Automated Knowledge Modeling for Cancer Clinical Practice Guidelines Jul 15, 2023 Classification Node Classification
— Unverified Supervised Attention Using Homophily in Graph Neural Networks Jul 11, 2023 Graph Attention Node Classification
— Unverified Learning from Heterogeneity: A Dynamic Learning Framework for Hypergraphs Jul 7, 2023 Graph Learning Graph Neural Network
Code Code Available TransformerG2G: Adaptive time-stepping for learning temporal graph embeddings using transformers Jul 5, 2023 Anomaly Detection Computational Efficiency
Code Code Available HAGNN: Hybrid Aggregation for Heterogeneous Graph Neural Networks Jul 4, 2023 Link Prediction Node Classification
— Unverified A Survey on Graph Classification and Link Prediction based on GNN Jul 3, 2023 Graph Classification Graph Neural Network
— Unverified Re-Think and Re-Design Graph Neural Networks in Spaces of Continuous Graph Diffusion Functionals Jul 1, 2023 Denoising Generative Adversarial Network
Code Code Available Diffusion-Jump GNNs: Homophiliation via Learnable Metric Filters Jun 29, 2023 Node Classification
Code Code Available Contrastive Meta-Learning for Few-shot Node Classification Jun 27, 2023 Classification Graph Mining
Code Code Available PolicyClusterGCN: Identifying Efficient Clusters for Training Graph Convolutional Networks Jun 25, 2023 graph partitioning Node Classification
— Unverified GPatcher: A Simple and Adaptive MLP Model for Alleviating Graph Heterophily Jun 25, 2023 Node Classification
— Unverified Torsion Graph Neural Networks Jun 23, 2023 Graph Neural Network Link Prediction
Code Code Available Geometric Pooling: maintaining more useful information Jun 21, 2023 Node Classification
— Unverified Structure-Aware DropEdge Towards Deep Graph Convolutional Networks Jun 21, 2023 Node Classification
— Unverified Contrastive Disentangled Learning on Graph for Node Classification Jun 20, 2023 Classification Contrastive Learning
— Unverified Mixed-Curvature Transformers for Graph Representation Learning papersreview Jun 18, 2023 Graph Reconstruction Graph Representation Learning
— Unverified Dual Node and Edge Fairness-Aware Graph Partition Jun 16, 2023 Fairness Link Prediction
— Unverified The Split Matters: Flat Minima Methods for Improving the Performance of GNNs Jun 15, 2023 Node Classification
Code Code Available Accelerating Dynamic Network Embedding with Billions of Parameter Updates to Milliseconds Jun 15, 2023 Graph Reconstruction Graph Representation Learning
Code Code Available Learning on Graphs under Label Noise Jun 14, 2023 Anomaly Detection Contrastive Learning
— Unverified A Simple and Scalable Graph Neural Network for Large Directed Graphs Jun 14, 2023 Classification Graph Neural Network
Code Code Available Inductive Linear Probing for Few-shot Node Classification Jun 14, 2023 Classification Few-Shot Learning
— Unverified Uncertainty-Aware Robust Learning on Noisy Graphs Jun 14, 2023 Graph Learning Graph Neural Network
— Unverified A Unified Framework of Graph Information Bottleneck for Robustness and Membership Privacy Jun 14, 2023 Node Classification Privacy Preserving
— Unverified CARL-G: Clustering-Accelerated Representation Learning on Graphs Jun 12, 2023 Clustering Contrastive Learning
— Unverified Graph Agent Network: Empowering Nodes with Inference Capabilities for Adversarial Resilience Jun 12, 2023 Classification global-optimization
— Unverified Virtual Node Tuning for Few-shot Node Classification Jun 9, 2023 Classification Graph Representation Learning
— Unverified On Performance Discrepancies Across Local Homophily Levels in Graph Neural Networks Jun 8, 2023 Graph Neural Network Node Classification
— Unverified BeMap: Balanced Message Passing for Fair Graph Neural Network Jun 7, 2023 Fairness Graph Neural Network
Code Code Available Fast and Effective GNN Training with Linearized Random Spanning Trees Jun 7, 2023 Node Classification
— Unverified DualHGNN: A Dual Hypergraph Neural Network for Semi-Supervised Node Classification based on Multi-View Learning and Density Awareness Jun 7, 2023 MULTI-VIEW LEARNING Node Classification
— Unverified Randomized Schur Complement Views for Graph Contrastive Learning Jun 6, 2023 Contrastive Learning Graph Classification
Code Code Available Optimal Inference in Contextual Stochastic Block Models Jun 6, 2023 Community Detection Node Classification
— Unverified Explaining and Adapting Graph Conditional Shift Jun 5, 2023 Domain Adaptation Graph Classification
— Unverified Clarify Confused Nodes via Separated Learning Jun 4, 2023 Node Classification
Code Code Available 