الرئيسية الأخبار أحدث الأوراق البحثية الدروس مجموعات البيانات الموسوعة SOTA نماذج LLM لوحة الأداء GPU الفعاليات

العربية

Node Classification On Coco Sp

المقاييس

macro F1

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	macro F1	Paper Title	Repository
GatedGCN+	0.3802 ± 0.0015	Unlocking the Potential of Classic GNNs for Graph-level Tasks: Simple Architectures Meet Excellence
GatedGCN	0.2641±0.0045	Long Range Graph Benchmark
GatedGCN+LapPE	0.2574±0.0034	Long Range Graph Benchmark
GatedGCN-tuned	0.2922±0.0018	Where Did the Gap Go? Reassessing the Long-Range Graph Benchmark
GCN	0.0841±0.0010	Long Range Graph Benchmark
GPS	0.3412±0.0044	Recipe for a General, Powerful, Scalable Graph Transformer
GINE	0.1339±0.0044	Long Range Graph Benchmark
GatedGCN-HSG	0.3535±0.0032	Next Level Message-Passing with Hierarchical Support Graphs	-
GINE-tuned	0.2125±0.0009	Where Did the Gap Go? Reassessing the Long-Range Graph Benchmark
Exphormer	0.343±0.0008	Exphormer: Sparse Transformers for Graphs
NeuralWalker	0.4398 ± 0.0033	Learning Long Range Dependencies on Graphs via Random Walks
SAN+RWSE	0.2434±0.0156	Long Range Graph Benchmark
Transformer+LapPE	0.2618±0.0031	Long Range Graph Benchmark
SAN+LapPE	0.2592±0.0158	Long Range Graph Benchmark
GCNII	0.1404±0.0011	Simple and Deep Graph Convolutional Networks
GPS-tuned	0.3884±0.0055	Where Did the Gap Go? Reassessing the Long-Range Graph Benchmark
GCN-tuned	0.1338±0.0007	Where Did the Gap Go? Reassessing the Long-Range Graph Benchmark

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