OpenCodePapers

crystal-system-classification-on-chili-100k

ClassificationGraph ClassificationCrystal system classification
Dataset Link
Results over time
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Leaderboard
PaperCodeF1-score (Weighted)ModelNameReleaseDate
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning✓ Link0.168 +/- 0.014Random2024-02-20
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning✓ Link0.124 +/- 0.036PMLP2024-02-20
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning✓ Link0.110 +/- 0.029GAT2024-02-20
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning✓ Link0.072 +/- 0.047EdgeCNN2024-02-20
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning✓ Link0.069 +/- 0.023GCN2024-02-20
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning✓ Link0.069 +/- 0.040GIN2024-02-20
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning✓ Link0.068 +/- 0.006GraphUNet2024-02-20
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning✓ Link0.061 +/- 0.019GraphSAGE2024-02-20
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning✓ Link0.046Most Frequent Class2024-02-20