SimTeG: A Frustratingly Simple Approach Improves Textual Graph Learning Aug 3, 2023 Feature Engineering Graph Learning
Code Code Available UniG-Encoder: A Universal Feature Encoder for Graph and Hypergraph Node Classification Aug 3, 2023 Node Classification Representation Learning
Code Code Available DiffusAL: Coupling Active Learning with Graph Diffusion for Label-Efficient Node Classification Jul 31, 2023 Active Learning Graph Learning
Code Code Available MUSE: Multi-View Contrastive Learning for Heterophilic Graphs Jul 29, 2023 Contrastive Learning Diversity
— Unverified Feature Transportation Improves Graph Neural Networks Jul 29, 2023 Node Classification
— Unverified Addressing the Impact of Localized Training Data in Graph Neural Networks Jul 24, 2023 Anomaly Detection Graph Generation
Code Code Available OpenGDA: Graph Domain Adaptation Benchmark for Cross-network Learning Jul 21, 2023 Domain Adaptation GRAPH DOMAIN ADAPTATION
Code Code Available Learning Adaptive Neighborhoods for Graph Neural Networks Jul 18, 2023 Node Classification Point Cloud Classification
— Unverified Examining the Effects of Degree Distribution and Homophily in Graph Learning Models Jul 17, 2023 Benchmarking Graph Clustering
Code Code Available Curriculum Learning for Graph Neural Networks: A Multiview Competence-based Approach Jul 17, 2023 Link Prediction Node 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 PolyGNN: Polyhedron-based Graph Neural Network for 3D Building Reconstruction from Point Clouds Jul 17, 2023 Graph Neural Network Node Classification
Code Code Available Long-range Meta-path Search on Large-scale Heterogeneous Graphs Jul 17, 2023 Node Classification Node Property Prediction
Code Code Available 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 Towards Fair Graph Neural Networks via Graph Counterfactual Jul 10, 2023 counterfactual Fairness
Code Code Available Learning from Heterogeneity: A Dynamic Learning Framework for Hypergraphs Jul 7, 2023 Graph Learning Graph Neural Network
Code Code Available Exploring the Potential of Large Language Models (LLMs) in Learning on Graphs Jul 7, 2023 General Knowledge Node Classification
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 Unsupervised Episode Generation for Graph Meta-learning Jun 27, 2023 Contrastive Learning Meta-Learning
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 Boosting Multitask Learning on Graphs through Higher-Order Task Affinities Jun 24, 2023 Community Detection Node Classification
Code Code Available Torsion Graph Neural Networks Jun 23, 2023 Graph Neural Network Link Prediction
Code Code Available Structure-Aware DropEdge Towards Deep Graph Convolutional Networks Jun 21, 2023 Node Classification
— Unverified Geometric Pooling: maintaining more useful information Jun 21, 2023 Node Classification
— Unverified Contrastive Disentangled Learning on Graph for Node Classification Jun 20, 2023 Classification Contrastive Learning
— Unverified CAT-Walk: Inductive Hypergraph Learning via Set Walks Jun 19, 2023 Hyperedge Prediction Node Classification
Code Code Available 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 From Hypergraph Energy Functions to Hypergraph Neural Networks Jun 16, 2023 Bilevel Optimization Graph Neural Network
Code Code Available GraphSHA: Synthesizing Harder Samples for Class-Imbalanced Node Classification Jun 16, 2023 Blocking 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 The Split Matters: Flat Minima Methods for Improving the Performance of GNNs Jun 15, 2023 Node Classification
Code Code Available Uncertainty-Aware Robust Learning on Noisy Graphs Jun 14, 2023 Graph Learning Graph Neural Network
— Unverified Inductive Linear Probing for Few-shot Node Classification Jun 14, 2023 Classification Few-Shot Learning
— Unverified A Simple and Scalable Graph Neural Network for Large Directed Graphs Jun 14, 2023 Classification Graph Neural Network
Code Code Available Learning on Graphs under Label Noise Jun 14, 2023 Anomaly Detection Contrastive Learning
— Unverified A Unified Framework of Graph Information Bottleneck for Robustness and Membership Privacy Jun 14, 2023 Node Classification Privacy Preserving
— Unverified NodeFormer: A Scalable Graph Structure Learning Transformer for Node Classification Jun 14, 2023 Graph structure learning image-classification
Code Code Available Graph Agent Network: Empowering Nodes with Inference Capabilities for Adversarial Resilience Jun 12, 2023 Classification global-optimization
— Unverified CARL-G: Clustering-Accelerated Representation Learning on Graphs Jun 12, 2023 Clustering Contrastive Learning
— 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 Fast and Effective GNN Training with Linearized Random Spanning Trees Jun 7, 2023 Node Classification
— Unverified 