OpenCodePapers

space-group-classification-on-chili-3k

Materials ScienceNanomaterial Property PredictionSpace group classification
Dataset Link
Results over time
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PaperCodeF1-score (Weighted)ModelNameReleaseDate
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning✓ Link0.733 +/- 0.207EdgeCNN2024-02-20
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning✓ Link0.151 +/- 0.045GraphSAGE2024-02-20
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning✓ Link0.135 +/- 0.006PMLP2024-02-20
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning✓ Link0.125 +/- 0.026GIN2024-02-20
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning✓ Link0.113 +/- 0.013GAT2024-02-20
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning✓ Link0.108Most Frequent Class2024-02-20
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning✓ Link0.099 +/- 0.019GCN2024-02-20
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning✓ Link0.095 +/- 0.036GraphUNet2024-02-20
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning✓ Link0.009 +/- 0.008Random2024-02-20
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