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SOTA
Crystal System Classification
Crystal System Classification On Chili 100K
Crystal System Classification On Chili 100K
평가 지표
F1-score (Weighted)
평가 결과
이 벤치마크에서 각 모델의 성능 결과
Columns
모델 이름
F1-score (Weighted)
Paper Title
Repository
GIN
0.069 +/- 0.040
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning
GraphSAGE
0.061 +/- 0.019
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning
GAT
0.110 +/- 0.029
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning
Most Frequent Class
0.046
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning
GCN
0.069 +/- 0.023
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning
GraphUNet
0.068 +/- 0.006
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning
PMLP
0.124 +/- 0.036
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning
EdgeCNN
0.072 +/- 0.047
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning
Random
0.168 +/- 0.014
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning
0 of 9 row(s) selected.
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