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	Can Classic GNNs Be Strong Baselines 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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Node Classification On Coco Sp | SOTA | HyperAI