{ "seed": 1234, "mechanism_checks": [ { "sigma": 1.5, "boundary_relative_error": 0.0, "boundary_failures": 0, "slope_ratio_observed_mean": 1.4999999999874098, "slope_ratio_observed_min": 1.4999999997985574, "slope_ratio_observed_max": 1.5000000002014426, "slope_ratio_predicted": 1.5, "slope_ratio_max_abs_error": 2.0144264034627213e-10, "equivariance_max_relative_error": 2.129206650586233e-15 }, { "sigma": 2.0, "boundary_relative_error": 0.0, "boundary_failures": 0, "slope_ratio_observed_mean": 2.0, "slope_ratio_observed_min": 2.0, "slope_ratio_observed_max": 2.0, "slope_ratio_predicted": 2.0, "slope_ratio_max_abs_error": 0.0, "equivariance_max_relative_error": 0.0 }, { "sigma": 3.0, "boundary_relative_error": 0.0, "boundary_failures": 0, "slope_ratio_observed_mean": 3.0, "slope_ratio_observed_min": 2.9999999997151168, "slope_ratio_observed_max": 3.000000000569767, "slope_ratio_predicted": 3.0, "slope_ratio_max_abs_error": 5.697669003268402e-10, "equivariance_max_relative_error": 6.620914140333496e-16 }, { "sigma": 4.0, "boundary_relative_error": 0.0, "boundary_failures": 0, "slope_ratio_observed_mean": 4.0, "slope_ratio_observed_min": 4.0, "slope_ratio_observed_max": 4.0, "slope_ratio_predicted": 4.0, "slope_ratio_max_abs_error": 0.0, "equivariance_max_relative_error": 0.0 } ], "mlp": { "device": "cuda", "results": { "relu": { "validation_accuracy": 0.9777777791023254, "rescaling_accuracy_q_-2..2": [ 0.9577777981758118, 0.9800000190734863, 0.9777777791023254, 0.9755555987358093, 0.9755555987358093 ], "mean_scaled_accuracy": 0.9733333587646484, "seconds": 1.0857892036437988 }, "logscale": { "validation_accuracy": 0.8799999952316284, "rescaling_accuracy_q_-2..2": [ 0.8733333349227905, 0.8866667151451111, 0.8799999952316284, 0.9000000357627869, 0.9111111164093018 ], "mean_scaled_accuracy": 0.8902222394943238, "seconds": 2.056640148162842 } } } }