Masked Label Prediction: Unified Message Passing Model for Semi-Supervised Classification

Graph neural network (GNN) and label propagation algorithm (LPA) are both message passing algorithms, which have achieved superior performance in semi-supervised classification. GNN performs feature propagation by a neural network to make predictions, while LPA uses label propagation across graph adjacency matrix to get results... (read more)

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Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Node Classification ogbn-arxiv unimp Test Accuracy 73.11 # 1
Validation Accuracy 74.5 # 1
Node Classification ogbn-products UniMP Test Accuracy 82.56 # 1
Validation Accuracy 93.08 # 1
Node Classification ogbn-proteins unimp Test Accuracy 86.42 # 1
Validation Accuracy 91.75 # 1

Methods used in the Paper