Model for halide perovskite HSE decomposition energy¶
- Description: This is a benchmark to evaluate how accurately an AI model can predict the decomposition energy at the accuracy level of HSE06 (hybrid DFT functional) using the Halide perovskite dataset of Prof. Arun Mannodi at Purdue. Here we use mean absolute error (MAE) to compare models with respect to DFT (HSE06) accuracy. External links: https://github.com/mannodiarun
Reference(s): https://www.nature.com/articles/s41524-021-00650-1, https://doi.org/10.1039/D1EE02971A
Model benchmarks
Model name | Dataset | MAE | Team name | Dataset size | Date submitted | Notes |
---|---|---|---|---|---|---|
alignn_model | halide_peroskites | 0.0512 | ALIGNN | 229 | 01-14-2023 | CSV, JSON, run.sh, Info |