OpenCodePapers
crystal-system-classification-on-chili-3k
Classification
Graph Classification
Crystal system classification
Dataset Link
Results over time
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Paper
Code
F1-score (Weighted)
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ModelName
ReleaseDate
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CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning
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0.657 +/- 0.196
EdgeCNN
2024-02-20
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning
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0.504 +/- 0.076
GAT
2024-02-20
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning
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0.440
Most Frequent Class
2024-02-20
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning
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0.440 +/- 0.036
PMLP
2024-02-20
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning
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0.438 +/- 0.004
GIN
2024-02-20
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning
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0.431 +/- 0.014
GraphUNet
2024-02-20
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning
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0.422 +/- 0.037
GraphSAGE
2024-02-20
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning
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0.367 +/- 0.127
GCN
2024-02-20
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning
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0.191 +/- 0.008
Random
2024-02-20