| { | |
| "model": "Turing Neural Field Rollout-Tuned", | |
| "parameters": 15090, | |
| "rollout_finetune_best_epoch": 0, | |
| "validation_12_step_mse": { | |
| "before": 5.9150930610485375e-05, | |
| "after": 5.9150930610485375e-05, | |
| "improvement_percent": 0.0 | |
| }, | |
| "one_step_test_after_finetune": { | |
| "model_mse": 1.1151045100632473e-06, | |
| "persistence_mse": 1.699125959930825e-06, | |
| "improvement_percent": 34.37187493100008 | |
| }, | |
| "held_out_120_step_rollout": { | |
| "before": { | |
| "steps": 120, | |
| "final_field_mse": 0.004136570263653994, | |
| "v_field_correlation": 0.6055178642272949, | |
| "physics_v_mean": 0.01694415509700775, | |
| "neural_v_mean": 0.012777323834598064, | |
| "physics_v_spatial_std": 0.06622135639190674, | |
| "neural_v_spatial_std": 0.04577188193798065 | |
| }, | |
| "after": { | |
| "steps": 120, | |
| "final_field_mse": 0.004136570263653994, | |
| "v_field_correlation": 0.6055178642272949, | |
| "physics_v_mean": 0.01694415509700775, | |
| "neural_v_mean": 0.012777323834598064, | |
| "physics_v_spatial_std": 0.06622135639190674, | |
| "neural_v_spatial_std": 0.04577188193798065 | |
| } | |
| }, | |
| "gif_layout": "left physics simulator, right rollout-tuned neural surrogate" | |
| } |