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heterogeneous-node-classification-on-freebase
Node Classification
Heterogeneous Node Classification
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Paper
Code
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Accuracy
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ModelName
ReleaseDate
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Echoless Label-Based Pre-computation for Memory-Efficient Heterogeneous Graph Learning
54.28
67.08
Echoless-LP (RpHGNN)
2025-11-14
Efficient Heterogeneous Graph Learning via Random Projection
✓ Link
54.02
66.55
RpHGNN
2023-10-23
Echoless Label-Based Pre-computation for Memory-Efficient Heterogeneous Graph Learning
52.84
66.95
Echoless-LP (SeHGNN)
2025-11-14
Echoless Label-Based Pre-computation for Memory-Efficient Heterogeneous Graph Learning
50.58
63.85
Echoless-LP (NARS)
2025-11-14
Scalable Graph Neural Networks for Heterogeneous Graphs
✓ Link
49.98
63.26
NARS
2020-11-19
SlotGAT: Slot-based Message Passing for Heterogeneous Graph Neural Network
✓ Link
49.68
66.83
SlotGAT
2024-05-03
Are we really making much progress? Revisiting, benchmarking, and refining heterogeneous graph neural networks
✓ Link
47.72
66.29
Simple-HGN
2021-12-30
Modeling Relational Data with Graph Convolutional Networks
✓ Link
46.78
58.33
RGCN
2017-03-17
Heterogeneous Graph Transformer
✓ Link
29.28
60.51
HGT
2020-03-03
Semi-Supervised Classification with Graph Convolutional Networks
✓ Link
27.84
60.23
GCN
2016-09-09
Simple and Efficient Heterogeneous Graph Neural Network
✓ Link
63.41
50.71
SeHGNN
2022-07-06
Graph Attention Networks
✓ Link
40.74
65.26
GAT
2017-10-30
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