{ "normal_form": { "a": 2.0, "delta": 0.05 }, "prediction_1_boundary": { "predicted_mu": 0.0, "observed_mu_midpoint": 0.0025000000000000022, "last_stable_grid_mu": 0.0, "first_unstable_grid_mu": 0.0050000000000000044, "lambda_at_observed_midpoint": -1.0025 }, "prediction_2_sqrt_scaling": { "mu": [ 0.01, 0.025454545454545452, 0.04090909090909091, 0.05636363636363636, 0.07181818181818181, 0.08727272727272727, 0.10272727272727271, 0.11818181818181817, 0.13363636363636364, 0.14909090909090908, 0.16454545454545455, 0.18 ], "observed_amplitude": [ 0.07071067811865443, 0.11281521496355304, 0.1430193883868389, 0.16787441193290348, 0.18949694168796197, 0.20889318714683716, 0.22663547022396194, 0.2430862174021988, 0.25849213105659874, 0.27303013486693095, 0.28683222844151823, 0.2999999999999999 ], "predicted_amplitude": [ 0.07071067811865475, 0.11281521496355323, 0.14301938838683884, 0.1678744119329035, 0.18949694168796208, 0.2088931871468374, 0.22663547022396197, 0.24308621740219885, 0.25849213105659874, 0.273030134866931, 0.2868322284415182, 0.3 ], "mean_relative_error": 8.074276768344772e-16, "observed_sqrt_coefficient": 0.7071067811865474, "predicted_sqrt_coefficient": 0.7071067811865475 }, "prediction_3_cubic_scaling": { "a": [ 0.5, 1.0, 2.0, 4.0 ], "observed_amplitude": [ 0.4, 0.28284271247461884, 0.2, 0.14142135623730942 ], "predicted_amplitude": [ 0.4, 0.282842712474619, 0.2, 0.1414213562373095 ], "mean_relative_error": 2.9439233600320783e-16 }, "guard_training": { "target_mu": 0.15, "baseline_mu": 0.1499999933031802, "corrected_guard_mu": -0.05, "literal_formula_mu": 0.14999999457876492, "baseline_lambda": -1.1499999933031801, "corrected_guard_lambda": -0.95, "literal_formula_lambda": -1.149999994578765, "baseline_A_K": 0.0, "corrected_guard_A_K": 8.34484626490855e-49, "literal_formula_A_K": 0.0, "baseline_cycle_amplitude": 0.27386127263925086, "corrected_guard_cycle_amplitude": 7.724332055466626e-60, "literal_formula_cycle_amplitude": 0.273861273803695 }, "formula_sign_check": { "mu": 0.1, "lambda": -1.1, "displayed_penalty": 0.0, "corrected_lower_bound_penalty": 0.02250000000000004, "note": "The displayed formula penalizes lambda above -1+delta, rather than lambda below it; corrected results are reported separately." } }