{
  "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"
}