OpenCodePapers
crystal-system-classification-on-chili-100k
Classification
Graph Classification
Crystal system classification
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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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0.168 +/- 0.014
Random
2024-02-20
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning
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0.124 +/- 0.036
PMLP
2024-02-20
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning
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0.110 +/- 0.029
GAT
2024-02-20
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning
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0.072 +/- 0.047
EdgeCNN
2024-02-20
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning
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0.069 +/- 0.023
GCN
2024-02-20
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning
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0.069 +/- 0.040
GIN
2024-02-20
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning
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0.068 +/- 0.006
GraphUNet
2024-02-20
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning
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0.061 +/- 0.019
GraphSAGE
2024-02-20
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning
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0.046
Most Frequent Class
2024-02-20