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  - **Architecture**: MACE
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  - **Interaction Blocks**: Non-linear
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  - **Training Stages**: Pre-training on OMAT-24 (100M inorganic crystals) + Multi-head fine-tuning on diverse datasets
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- - **Hyper-Parameters**: 512 node channels, 128 edge channels, L=2, max_ell=3, 2 layers
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  - **Chemical Coverage**: 89 elements
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  - **Cutoff Radius**: 6 Å
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  - **Multiple Heads**: OMAT PBE (main), OMOL (ωB97M-VV10), OC20 (surfaces), SPICE, RGD1, MPTraj, Matpes (r2scan)
 
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  - **Architecture**: MACE
34
  - **Interaction Blocks**: Non-linear
35
  - **Training Stages**: Pre-training on OMAT-24 (100M inorganic crystals) + Multi-head fine-tuning on diverse datasets
36
+ - **Hyper-Parameters**: 512 node channels, 128 edge channels, L=1, max_ell=3, 2 layers
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  - **Chemical Coverage**: 89 elements
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  - **Cutoff Radius**: 6 Å
39
  - **Multiple Heads**: OMAT PBE (main), OMOL (ωB97M-VV10), OC20 (surfaces), SPICE, RGD1, MPTraj, Matpes (r2scan)