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Model for surface_area_m2g

  • Description: This is a benchmark to evaluate how accurately an AI model can predict the surface area (m^2*g^-1) using the hMOF dataset. The dataset contains different types of hypothetical metal organic frameworks. Here we use mean absolute error (MAE) to compare models with respect to DFT accuracy. External links: https://pubs.acs.org/doi/10.1021/acs.jced.2c00583


Reference(s): https://www.nature.com/articles/s41524-021-00650-1, https://www.nature.com/articles/s41524-023-01012-9;https://hackingmaterials.lbl.gov/matminer, https://doi.org/10.1021/acs.jced.2c00583

Model benchmarks

Model nameDataset MAE Team name Dataset size Date submitted Notes
matminer_xgboosthmof102.272UofT13765105-22-2023CSV, JSON, run.sh, Info
alignn_modelhmof91.1502ALIGNN13765101-14-2023CSV, JSON, run.sh, Info
matminer_rfhmof122.515UofT13765105-22-2023CSV, JSON, run.sh, Info