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Atomic number classification 벤치마크

Atomic number classification on CHILI-100K

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F1-score (Weighted)

0.015 0.1542 0.2935 0.4327 0.572 2024-02 2026-09 EdgeCNN — 0.572 (2024-02-20) GIN — 0.336 (2024-02-20) GraphUNet — 0.287 (2024-02-20) GCN — 0.275 (2024-02-20) GraphSAGE — 0.195 (2024-02-20) Most Frequent Class — 0.192 (2024-02-20) GAT — 0.192 (2024-02-20) PMLP — 0.191 (2024-02-20) Random — 0.015 (2024-02-20) EdgeCNN — 0.572 (2024-02-20) GIN — 0.336 (2024-02-20) GraphUNet — 0.287 (2024-02-20) GCN — 0.275 (2024-02-20) GraphSAGE — 0.195 (2024-02-20) Most Frequent Class — 0.192 (2024-02-20) GAT — 0.192 (2024-02-20) PMLP — 0.191 (2024-02-20) Random — 0.015 (2024-02-20) EdgeCNN — 0.572 (2024-02-20)
RankModel F1-score (Weighted) PaperCodeYear
1 EdgeCNN 0.572 +/- 0.017 CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning UlrikFriisJensen/CHILI 2024
2 GIN 0.336 +/- 0.005 CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning UlrikFriisJensen/CHILI 2024
3 GraphUNet 0.287 +/- 0.004 CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning UlrikFriisJensen/CHILI 2024
4 GCN 0.275 +/- 0.002 CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning UlrikFriisJensen/CHILI 2024
5 GraphSAGE 0.195 +/- 0.007 CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning UlrikFriisJensen/CHILI 2024
6 Most Frequent Class 0.192 CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning UlrikFriisJensen/CHILI 2024
7 GAT 0.192 +/- 0.000 CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning UlrikFriisJensen/CHILI 2024
8 PMLP 0.191 +/- 0.000 CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning UlrikFriisJensen/CHILI 2024
9 Random 0.015 +/- 0.000 CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning UlrikFriisJensen/CHILI 2024
10 EdgeCNN 0.572 +/- 0.017 CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning UlrikFriisJensen/CHILI 2024
11 GIN 0.336 +/- 0.005 CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning UlrikFriisJensen/CHILI 2024
12 GraphUNet 0.287 +/- 0.004 CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning UlrikFriisJensen/CHILI 2024
13 GCN 0.275 +/- 0.002 CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning UlrikFriisJensen/CHILI 2024
14 GraphSAGE 0.195 +/- 0.007 CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning UlrikFriisJensen/CHILI 2024
15 Most Frequent Class 0.192 CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning UlrikFriisJensen/CHILI 2024
16 GAT 0.192 +/- 0.000 CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning UlrikFriisJensen/CHILI 2024
17 PMLP 0.191 +/- 0.000 CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning UlrikFriisJensen/CHILI 2024
18 Random 0.015 +/- 0.000 CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning UlrikFriisJensen/CHILI 2024
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