Measurement-Space Neural Operator with Mesh Transfer / results.json

Mechanism confirmed, baseline not beaten

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 1{
 2  "device": "cuda",
 3  "seconds": 6.3,
 4  "baseline_fixed32_rmse": 0.6457100511,
 5  "idea_mesh_transfer_rmse_by_input_sensors": {"8": 0.7765591539, "16": 0.7751385803, "32": 0.8266995335, "64": 0.7676658322},
 6  "mechanism_predictions": {
 7    "permutation_invariance": {"predicted": "exactly zero", "observed_max_abs_difference": 1.0430812836e-7},
 8    "composition_stability": {"predicted": "output discrepancy proportional to reconstruction perturbation", "deltas": [0,0.01,0.02,0.04,0.08,0.16], "discrepancies": [0,2.894137651e-6,5.935467470e-6,1.292377692e-5,2.983892773e-5,7.550333248e-5], "linear_fit_slope": 4.87387056e-4, "correlation": 0.99363},
 9    "sensor_density": {"predicted": "reconstruction error decreases as measurements increase", "rmse": {"4":0.8509648679,"8":0.6854239081,"16":0.2737496780,"32":0.1013535211,"64":0.0372990387}}
10  }
11}