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Models/Mean

Mean

Reported on 6 benchmarks across 3 tasks · 1 paper · 10 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Graphs10 results

Graph Property PredictiononCHILI-100K
MSE · 2024-02-20
0.038
best: 0.007
SOTA
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning arXiv:2402.13221
Graph Property PredictiononCHILI-3K
MSE · 2024-02-20
0.037
best: 0.008
SOTA
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning arXiv:2402.13221
Graph Property PredictiononCHILI-3K
MSE · 2024-02-20
0.017
best: 0.008
SOTA
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning arXiv:2402.13221
Graph Property PredictiononCHILI-100K
MSE · 2024-02-20
0.021
best: 0.007
SOTA
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning arXiv:2402.13221
Graph Property PredictiononCHILI-3K
MSE · 2024-02-20
0.008
SOTA
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning arXiv:2402.13221
Graph Property PredictiononCHILI-100K
MSE · 2024-02-20
0.007
SOTA
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning arXiv:2402.13221
Node Property PredictiononCHILI-3K
Positional MAE· 2024-02-20
16.575
SOTA
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning arXiv:2402.13221
Node Property PredictiononCHILI-100K
Positional MAE· 2024-02-20
16.336
SOTA
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning arXiv:2402.13221
Distance regressiononCHILI-3K
MSE · 2024-02-20
0.265
SOTA
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning arXiv:2402.13221
Distance regressiononCHILI-100K
MSE · 2024-02-20
0.307
SOTA
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning arXiv:2402.13221