{ "math_checks": { "identity_max": 4.263256414560601e-14, "factor_identity_max": 4.797551245161458e-14, "sigmas": [ 0.01, 0.03, 0.06, 0.12, 0.24 ], "maes": [ 0.03476888668038175, 0.1045646578860718, 0.20821952296751994, 0.41841178608666424, 0.8347931744420186 ], "slope": 3.479225134076925, "predicted_slope": 3.4806462926256576 }, "action_rmse_mae": { "mlp": [ 0.5011866092681885, 0.3038865327835083 ], "gru": [ 0.5548794865608215, 0.3636118769645691 ], "structured": [ 0.5133934617042542, 0.31270310282707214 ] }, "notes": "Exact identities use the sampled plant equation; learning comparison is teacher-forced offline action prediction." }