Datasets:
Tasks:
Other
Formats:
json
Size:
10K - 100K
Tags:
agentfem
soft-robotics
programmable-matter
structural-mechanics
inverse-design
scientific-machine-learning
License:
| { | |
| "ordinary": { | |
| "training_seconds": 9.469062707852572, | |
| "best_validation_angle_mse": 0.5325946807861328, | |
| "best_epoch": 175, | |
| "splits": { | |
| "train": { | |
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| "tip_p95_error_over_L": 1.3709718723783264, | |
| "branch_accuracy": 0.7560846560846561, | |
| "families": { | |
| "end_load": { | |
| "centerline_rmse_over_L": 0.008660688386444413, | |
| "tip_mean_error_over_L": 0.010720162702538583 | |
| }, | |
| "intrinsic_curvature": { | |
| "centerline_rmse_over_L": 0.017302987509425837, | |
| "tip_mean_error_over_L": 0.02753935074302976 | |
| }, | |
| "microforce": { | |
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| "tip_mean_error_over_L": 0.789264105455566 | |
| } | |
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| }, | |
| "validation": { | |
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| "tip_mean_error_over_L": 0.007655388366930514 | |
| }, | |
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| "tip_mean_error_over_L": 0.029069048383501175 | |
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| }, | |
| "intrinsic_curvature": { | |
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| "tip_mean_error_over_L": 0.051634731786840624 | |
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| "microforce": { | |
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| "tip_mean_error_over_L": 0.8537138867119832 | |
| } | |
| } | |
| } | |
| } | |
| }, | |
| "branch_conditioned": { | |
| "training_seconds": 10.021918333135545, | |
| "best_validation_angle_mse": 0.0003538956225384027, | |
| "best_epoch": 373, | |
| "splits": { | |
| "train": { | |
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| "centerline_rmse_over_L": 0.0036564542466527806, | |
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| "branch_accuracy": 0.951005291005291, | |
| "families": { | |
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| "centerline_rmse_over_L": 0.001954592498102367, | |
| "tip_mean_error_over_L": 0.002872378421773722 | |
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| "intrinsic_curvature": { | |
| "centerline_rmse_over_L": 0.0030893070908413777, | |
| "tip_mean_error_over_L": 0.004508324274736663 | |
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| "microforce": { | |
| "centerline_rmse_over_L": 0.005171530028766592, | |
| "tip_mean_error_over_L": 0.006601957089083131 | |
| } | |
| } | |
| }, | |
| "validation": { | |
| "states": 2025, | |
| "centerline_rmse_over_L": 0.007790775422665098, | |
| "tip_mean_error_over_L": 0.00850362012458513, | |
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| "branch_accuracy": 0.9432098765432099, | |
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| "centerline_rmse_over_L": 0.002559192870527483, | |
| "tip_mean_error_over_L": 0.0036740723304681737 | |
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| "tip_mean_error_over_L": 0.014751192088026343 | |
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| "microforce": { | |
| "centerline_rmse_over_L": 0.005453007707401057, | |
| "tip_mean_error_over_L": 0.007085595955260876 | |
| } | |
| } | |
| }, | |
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| "tip_mean_error_over_L": 0.00783664011337499, | |
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| "tip_mean_error_over_L": 0.005946189596474241 | |
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| "tip_mean_error_over_L": 0.010607649815447867 | |
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| "microforce": { | |
| "centerline_rmse_over_L": 0.005301558970441207, | |
| "tip_mean_error_over_L": 0.006956080928202864 | |
| } | |
| } | |
| }, | |
| "parameter_ood": { | |
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| "tip_mean_error_over_L": 0.010912692785005286, | |
| "tip_p95_error_over_L": 0.042834881364826174, | |
| "branch_accuracy": 0.9022222222222223, | |
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| "centerline_rmse_over_L": 0.0038858871588121832, | |
| "tip_mean_error_over_L": 0.0060025543991917025 | |
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| "intrinsic_curvature": { | |
| "centerline_rmse_over_L": 0.014754143191724783, | |
| "tip_mean_error_over_L": 0.018902846975711853 | |
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| "microforce": { | |
| "centerline_rmse_over_L": 0.00573793684723761, | |
| "tip_mean_error_over_L": 0.007832676980112299 | |
| } | |
| } | |
| } | |
| } | |
| } | |
| } |