Position-Sensing Graph Neural Networks: Proactively Learning Nodes Relative Positions May 24, 2021 Link Prediction Node Classification
Code Code Available 5 Adversarially Regularized Graph Attention Networks for Inductive Learning on Partially Labeled Graphs Jun 7, 2021 Graph Attention Graph Embedding
Code Code Available 5 Generalized Equivariance and Preferential Labeling for GNN Node Classification Feb 23, 2021 Classification General Classification
Code Code Available 5 POWN: Prototypical Open-World Node Classification Jun 14, 2024 Classification Data Augmentation
Code Code Available 5 A Survey on Fairness for Machine Learning on Graphs May 11, 2022 BIG-bench Machine Learning Fairness
Code Code Available 5 Predicting Properties of Nodes via Community-Aware Features Nov 8, 2023 Classification Node Classification
Code Code Available 5 LSCALE: Latent Space Clustering-Based Active Learning for Node Classification Dec 13, 2020 Active Learning Clustering
Code Code Available 5 Predict then Propagate: Graph Neural Networks meet Personalized PageRank Oct 14, 2018 General Classification Node Classification
Code Code Available 5 Pre-train and Learn: Preserve Global Information for Graph Neural Networks Oct 27, 2019 Attribute Node Classification
Code Code Available 5 Adversarial network embedding with bootstrapped representations for sparse networks Mar 3, 2025 Data Visualization Link Prediction
Code Code Available 5 Trajectory Encoding Temporal Graph Networks Apr 15, 2025 Graph Learning Link Prediction
Code Code Available 5 Preventing Representational Rank Collapse in MPNNs by Splitting the Computational Graph Sep 17, 2024 Node Classification
Code Code Available 5 HATS: A Hierarchical Graph Attention Network for Stock Movement Prediction Aug 7, 2019 Graph Attention Graph Classification
Code Code Available 5 Generative-Contrastive Heterogeneous Graph Neural Network Apr 3, 2024 Contrastive Learning Data Augmentation
Code Code Available 5 Graph Neural Networks with convolutional ARMA filters Jan 5, 2019 Classification General Classification
Code Code Available 5 Progressive Graph Convolutional Networks for Semi-Supervised Node Classification Mar 27, 2020 Classification General Classification
Code Code Available 5 Connector 0.5: A unified framework for graph representation learning Apr 25, 2023 Graph Embedding Graph Generation
Code Code Available 5 Transfer Entropy in Graph Convolutional Neural Networks Jun 8, 2024 Node Classification
Code Code Available 5 Prototype-based Interpretable Graph Neural Networks Nov 16, 2022 Explainable Models Graph Neural Network
Code Code Available 5 Geometric deep learning on graphs and manifolds using mixture model CNNs Nov 25, 2016 Deep Learning Document Classification
Code Code Available 5 DuoGNN: Topology-aware Graph Neural Network with Homophily and Heterophily Interaction-Decoupling Sep 29, 2024 Graph Neural Network Node Classification
Code Code Available 5 A Unification Framework for Euclidean and Hyperbolic Graph Neural Networks Jun 9, 2022 Link Prediction Node Classification
Code Code Available 5 PUMA: Efficient Continual Graph Learning for Node Classification with Graph Condensation Dec 22, 2023 Continual Learning Graph Learning
Code Code Available 5 PushNet: Efficient and Adaptive Neural Message Passing Mar 4, 2020 Inductive Bias Node Classification
Code Code Available 5 Geometric instability of graph neural networks on large graphs Aug 19, 2023 Link Prediction Node Classification
Code Code Available 5 Transformation of Node to Knowledge Graph Embeddings for Faster Link Prediction in Social Networks Nov 17, 2021 Knowledge Graph Embeddings Link Prediction
Code Code Available 5 TransformerG2G: Adaptive time-stepping for learning temporal graph embeddings using transformers Jul 5, 2023 Anomaly Detection Computational Efficiency
Code Code Available 5 Quasi-Framelets: Robust Graph Neural Networks via Adaptive Framelet Convolution Jan 11, 2022 Graph Learning Graph Neural Network
Code Code Available 5 DiffusAL: Coupling Active Learning with Graph Diffusion for Label-Efficient Node Classification Jul 31, 2023 Active Learning Graph Learning
Code Code Available 5 Cluster Attack: Query-based Adversarial Attacks on Graphs with Graph-Dependent Priors Sep 27, 2021 Adversarial Attack Clustering
Code Code Available 5 Geometric Scattering Attention Networks Oct 28, 2020 Graph Representation Learning Node Classification
Code Code Available 5 Diffusing to the Top: Boost Graph Neural Networks with Minimal Hyperparameter Tuning Oct 8, 2024 Graph Representation Learning Link Prediction
Code Code Available 5 Geometry Contrastive Learning on Heterogeneous Graphs Jun 25, 2022 Contrastive Learning Node Classification
Code Code Available 5 HyperAggregation: Aggregating over Graph Edges with Hypernetworks Jul 16, 2024 Graph Classification Graph Regression
Code Code Available 5 HealthGAT: Node Classifications in Electronic Health Records using Graph Attention Networks Mar 26, 2024 Graph Attention Node Classification
Code Code Available 5 Randomized Schur Complement Views for Graph Contrastive Learning Jun 6, 2023 Contrastive Learning Graph Classification
Code Code Available 5 Random Projection Forest Initialization for Graph Convolutional Networks Feb 22, 2023 graph construction Graph Embedding
Code Code Available 5 Random Walk Guided Hyperbolic Graph Distillation Jan 26, 2025 Continual Learning Graph Learning
Code Code Available 5 Rank Collapse Causes Over-Smoothing and Over-Correlation in Graph Neural Networks Aug 31, 2023 Node Classification
Code Code Available 5 HeMI: Multi-view Embedding in Heterogeneous Graphs Sep 14, 2021 Clustering Link Prediction
Code Code Available 5 RDF-star2Vec: RDF-star Graph Embeddings for Data Mining Dec 25, 2023 Benchmarking Graph Embedding
Code Code Available 5 Dynamic Graph Representation Learning via Self-Attention Networks Dec 22, 2018 General Classification Graph Embedding
Code Code Available 5 Zoom in to where it matters: a hierarchical graph based model for mammogram analysis Dec 16, 2019 Classification General Classification
— Unverified 0 Topological based classification of paper domains using graph convolutional networks Apr 10, 2019 Classification General Classification
— Unverified 0 Top K Enhanced Reinforcement Learning Attacks on Heterogeneous Graph Node Classification Aug 4, 2024 Node Classification
— Unverified 0 HGOT: Self-supervised Heterogeneous Graph Neural Network with Optimal Transport Jun 3, 2025 Graph Neural Network Node Classification
— Unverified 0 2D histology meets 3D topology: Cytoarchitectonic brain mapping with Graph Neural Networks Mar 9, 2021 Descriptive General Classification
— Unverified 0 2-hop Neighbor Class Similarity (2NCS): A graph structural metric indicative of graph neural network performance Dec 26, 2022 Graph Neural Network Node Classification
— Unverified 0 Effective backdoor attack on graph neural networks in link prediction tasks Jan 5, 2024 Backdoor Attack Graph Classification
— Unverified 0 A Clean-graph Backdoor Attack against Graph Convolutional Networks with Poisoned Label Only Apr 19, 2024 Backdoor Attack Graph Classification
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