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node classification

482 papers

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Co-occurring keywords

graph neural network (3962) link prediction (624) semi-supervised learning (2341) representation learning (6206) graph classification (212) graph representation learning (246) message passing (579) graph representation (360) graph convolutional network (658) network embedding (111)

Papers

Learning Graph Neural Networks with Approximate Gradient Descent AAAI 2021
Lipschitz normalization for self-attention layers with application to graph neural networks ICML 2021
Contrastive Graph Poisson Networks: Semi-Supervised Learning with Extremely Limited Labels NIPS 2021
VQ-GNN: A Universal Framework to Scale up Graph Neural Networks using Vector Quantization NIPS 2021
Neo-GNNs: Neighborhood Overlap-aware Graph Neural Networks for Link Prediction NIPS 2021
Graph Posterior Network: Bayesian Predictive Uncertainty for Node Classification NIPS 2021
Neural Trees for Learning on Graphs NIPS 2021
MagNet: A Neural Network for Directed Graphs NIPS 2021
Topological Relational Learning on Graphs NIPS 2021
Shift-Robust GNNs: Overcoming the Limitations of Localized Graph Training data NIPS 2021
Graph Deformer Network IJCAI 2021
Transformer-Style Relational Reasoning with Dynamic Memory Updating for Temporal Network Modeling AAAI 2021
Heterogeneous Graph Structure Learning for Graph Neural Networks AAAI 2021
Class-Attentive Diffusion Network for Semi-Supervised Classification AAAI 2021
Data Augmentation for Graph Neural Networks AAAI 2021
Graph Neural Networks with Heterophily AAAI 2021
Identity-aware Graph Neural Networks AAAI 2021
Relative and Absolute Location Embedding for Few-Shot Node Classification on Graph AAAI 2021
Quaternion Graph Neural Networks ACML 2021
Adaptive Data Augmentation on Temporal Graphs NIPS 2021
Node Dependent Local Smoothing for Scalable Graph Learning NIPS 2021
Large Scale Learning on Non-Homophilous Graphs: New Benchmarks and Strong Simple Methods NIPS 2021
Learning Theory Can (Sometimes) Explain Generalisation in Graph Neural Networks NIPS 2021
InfoGCL: Information-Aware Graph Contrastive Learning NIPS 2021
Ultrahyperbolic Neural Networks NIPS 2021