HyperAI
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المنصة
الرئيسية
SOTA
تصنيف العقد
Node Classification On Pascalvoc Sp 1
Node Classification On Pascalvoc Sp 1
المقاييس
macro F1
النتائج
نتائج أداء النماذج المختلفة على هذا المعيار القياسي
Columns
اسم النموذج
macro F1
Paper Title
NeuralWalker
0.4912 ± 0.0042
Learning Long Range Dependencies on Graphs via Random Walks
GatedGCN-HSG
0.4604±0.0059
Next Level Message-Passing with Hierarchical Support Graphs
GPS-tuned
0.4440±0.0065
Where Did the Gap Go? Reassessing the Long-Range Graph Benchmark
GatedGCN+
0.4263 ± 0.0057
Can Classic GNNs Be Strong Baselines for Graph-level Tasks? Simple Architectures Meet Excellence
Exphormer
0.396±0.0027
Exphormer: Sparse Transformers for Graphs
GatedGCN-tuned
0.3880±0.0040
Where Did the Gap Go? Reassessing the Long-Range Graph Benchmark
GPS
0.3748±0.0109
Recipe for a General, Powerful, Scalable Graph Transformer
DRew-GatedGCN+LapPE
0.3314±0.0024
DRew: Dynamically Rewired Message Passing with Delay
SAN+LapPE
0.3230±0.0039
Long Range Graph Benchmark
SAN+RWSE
0.3216±0.0027
Long Range Graph Benchmark
GatedGCN+LapPE+virtual node
0.3103±0.0068
On the Connection Between MPNN and Graph Transformer
GatedGCN
0.2873±0.0219
Long Range Graph Benchmark
GatedGCN+LapPE
0.2860±0.0085
Long Range Graph Benchmark
GINE-tuned
0.2718±0.0054
Where Did the Gap Go? Reassessing the Long-Range Graph Benchmark
Transformer+LapPE
0.2694±0.0098
Long Range Graph Benchmark
GCN-tuned
0.2078±0.0031
Where Did the Gap Go? Reassessing the Long-Range Graph Benchmark
GCNII
0.1698±0.0080
Simple and Deep Graph Convolutional Networks
GCN
0.1268±0.0060
Long Range Graph Benchmark
GINE
0.1265±0.0076
Long Range Graph Benchmark
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