OpenCodePapers

crystal-system-classification-on-chili-3k

Materials ScienceNanomaterial Property PredictionCrystal system classification
Dataset Link
Results over time
Click legend items to toggle metrics. Hover points for model names.
Leaderboard
Click a sortable column header to sort.
PaperCodeF1-score (Weighted)ModelNameReleaseDate
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning✓ Link0.657 +/- 0.196EdgeCNN2024-02-20
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning✓ Link0.504 +/- 0.076GAT2024-02-20
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning✓ Link0.440Most Frequent Class2024-02-20
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning✓ Link0.440 +/- 0.036PMLP2024-02-20
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning✓ Link0.438 +/- 0.004GIN2024-02-20
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning✓ Link0.431 +/- 0.014GraphUNet2024-02-20
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning✓ Link0.422 +/- 0.037GraphSAGE2024-02-20
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning✓ Link0.367 +/- 0.127GCN2024-02-20
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning✓ Link0.191 +/- 0.008Random2024-02-20
Check out how to contribute new results. Then edit this file on GitLab or GitHub.