GCNH: A Simple Method For Representation Learning On Heterophilous Graphs Apr 21, 2023 Node Classification Node Classification on Non-Homophilic (Heterophilic) Graphs
Code Code Available Multi-label Node Classification On Graph-Structured Data Apr 20, 2023 Classification Multi-class Classification
Code Code Available Train Your Own GNN Teacher: Graph-Aware Distillation on Textual Graphs Apr 20, 2023 Knowledge Distillation Node Classification
Code Code Available ID-MixGCL: Identity Mixup for Graph Contrastive Learning Apr 20, 2023 Contrastive Learning Graph Classification
— Unverified RF-GNN: Random Forest Boosted Graph Neural Network for Social Bot Detection Apr 14, 2023 Ensemble Learning feature selection
Code Code Available H^2TNE: Temporal Heterogeneous Information Network Embedding in Hyperbolic Spaces Apr 14, 2023 Link Prediction Network Embedding
Code Code Available Hyperbolic Geometric Graph Representation Learning for Hierarchy-imbalance Node Classification Apr 11, 2023 Graph Representation Learning Node Classification
Code Code Available CAFIN: Centrality Aware Fairness inducing IN-processing for Unsupervised Representation Learning on Graphs Apr 10, 2023 Fairness Graph Learning
Code Code Available Graph-ToolFormer: To Empower LLMs with Graph Reasoning Ability via Prompt Dataset Augmented by ChatGPT Apr 10, 2023 Community Detection Graph Classification
Code Code Available Distributional Signals for Node Classification in Graph Neural Networks Apr 7, 2023 Classification Node Classification
— Unverified FMGNN: Fused Manifold Graph Neural Network Apr 3, 2023 Graph Neural Network Graph Representation Learning
— Unverified How Graph Structure and Label Dependencies Contribute to Node Classification in a Large Network of Documents Apr 3, 2023 Articles Model Selection
Code Code Available Uncertainty Propagation in Node Classification Apr 3, 2023 Classification Node Classification
— Unverified BOLT: An Automated Deep Learning Framework for Training and Deploying Large-Scale Search and Recommendation Models on Commodity CPU Hardware Mar 30, 2023 CPU Fraud Detection
Code Code Available GRAF: Graph Attention-aware Fusion Networks Mar 29, 2023 Graph Attention Graph Neural Network
Code Code Available Knowledge Enhanced Graph Neural Networks for Graph Completion Mar 27, 2023 Graph Attention Graph Neural Network
— Unverified FairGAT: Fairness-aware Graph Attention Networks Mar 26, 2023 Fairness Graph Attention
— Unverified Structural Imbalance Aware Graph Augmentation Learning Mar 24, 2023 Graph Classification Link Prediction
— Unverified Towards Better Dynamic Graph Learning: New Architecture and Unified Library Mar 23, 2023 Dynamic Link Prediction Dynamic Node Classification
Code Code Available EasyDGL: Encode, Train and Interpret for Continuous-time Dynamic Graph Learning Mar 22, 2023 Dynamic Link Prediction Dynamic Node Classification
Code Code Available Fairness-Aware Graph Filter Design Mar 20, 2023 Decision Making Fairness
— Unverified UNREAL:Unlabeled Nodes Retrieval and Labeling for Heavily-imbalanced Node Classification Mar 18, 2023 Node Classification Pseudo Label
Code Code Available Graph Transformer GANs for Graph-Constrained House Generation Mar 14, 2023 Generative Adversarial Network House Generation
— Unverified GANN: Graph Alignment Neural Network for Semi-Supervised Learning Mar 14, 2023 Attribute Node Classification
— Unverified Space-Invariant Projection in Streaming Network Embedding Mar 11, 2023 Network Embedding Node Classification
— Unverified CHGNN: A Semi-Supervised Contrastive Hypergraph Learning Network Mar 10, 2023 Contrastive Learning Node Classification
— Unverified Exphormer: Sparse Transformers for Graphs Mar 10, 2023 Graph Classification Graph Learning
Code Code Available Graph Positional Encoding via Random Feature Propagation Mar 6, 2023 Graph Classification Node Classification
— Unverified Towards a GML-Enabled Knowledge Graph Platform Mar 3, 2023 Link Prediction Node Classification
Code Code Available Node-Specific Space Selection via Localized Geometric Hyperbolicity in Graph Neural Networks Mar 3, 2023 Graph Neural Network Link Prediction
— Unverified Framelet Message Passing Feb 28, 2023 Node Classification
— Unverified A semantic backdoor attack against Graph Convolutional Networks Feb 28, 2023 Backdoor Attack Classification
— Unverified IGB: Addressing The Gaps In Labeling, Features, Heterogeneity, and Size of Public Graph Datasets for Deep Learning Research Feb 27, 2023 Node Classification
Code Code Available Scalable Neural Network Training over Distributed Graphs Feb 25, 2023 Node Classification
Code Code Available GraphSR: A Data Augmentation Algorithm for Imbalanced Node Classification Feb 24, 2023 Classification Data Augmentation
— Unverified Graph Neural Networks with Learnable and Optimal Polynomial Bases Feb 24, 2023 Node Classification Node Classification on Non-Homophilic (Heterophilic) Graphs
Code Code Available A critical look at the evaluation of GNNs under heterophily: Are we really making progress? Feb 22, 2023 Graph Representation Learning Node Classification
Code Code Available Graph Construction using Principal Axis Trees for Simple Graph Convolution Feb 22, 2023 graph construction Graph Embedding
Code Code Available Random Projection Forest Initialization for Graph Convolutional Networks Feb 22, 2023 graph construction Graph Embedding
Code Code Available Diffusion Probabilistic Models for Structured Node Classification Feb 21, 2023 Classification Node Classification
— Unverified Label Information Enhanced Fraud Detection against Low Homophily in Graphs Feb 21, 2023 Fraud Detection Node Classification
Code Code Available Finding Heterophilic Neighbors via Confidence-based Subgraph Matching for Semi-supervised Node Classification Feb 20, 2023 Node Classification
— Unverified Building Shortcuts between Distant Nodes with Biaffine Mapping for Graph Convolutional Networks Feb 17, 2023 Contrastive Learning Node Classification
— Unverified Robust Mid-Pass Filtering Graph Convolutional Networks Feb 16, 2023 Adversarial Attack Node Classification
Code Code Available Unnoticeable Backdoor Attacks on Graph Neural Networks Feb 11, 2023 Backdoor Attack Graph Classification
Code Code Available Self-Supervised Node Representation Learning via Node-to-Neighbourhood Alignment Feb 9, 2023 Contrastive Learning Node Classification
Code Code Available On Generalized Degree Fairness in Graph Neural Networks Feb 8, 2023 Fairness Graph Neural Network
Code Code Available Heterophily-Aware Graph Attention Network Feb 7, 2023 Graph Attention Graph Representation Learning
— Unverified Bi-level Multi-objective Evolutionary Learning: A Case Study on Multi-task Graph Neural Topology Search Feb 6, 2023 Decision Making Graph Classification
— Unverified Collective Robustness Certificates: Exploiting Interdependence in Graph Neural Networks Feb 6, 2023 Adversarial Robustness Image Segmentation
— Unverified 