ML Research Wiki / Benchmarks / Atomic number classification / CHILI-3K

CHILI-3K

Atomic number classification Benchmark

Performance Over Time

📊 Showing 9 results | 📏 Metric: F1-score (Weighted)

Top Performing Models

Rank Model Paper F1-score (Weighted) Date Code
1 Most Frequent Class CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning 0.46 2024-02-20 📦 UlrikFriisJensen/CHILI
2 EdgeCNN CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning 0.00 2024-02-20 📦 UlrikFriisJensen/CHILI
3 GIN CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning 0.00 2024-02-20 📦 UlrikFriisJensen/CHILI
4 GraphUNet CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning 0.00 2024-02-20 📦 UlrikFriisJensen/CHILI
5 GCN CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning 0.00 2024-02-20 📦 UlrikFriisJensen/CHILI
6 GraphSAGE CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning 0.00 2024-02-20 📦 UlrikFriisJensen/CHILI
7 PMLP CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning 0.00 2024-02-20 📦 UlrikFriisJensen/CHILI
8 GAT CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning 0.00 2024-02-20 📦 UlrikFriisJensen/CHILI
9 Random CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning 0.00 2024-02-20 📦 UlrikFriisJensen/CHILI

All Papers (9)