{ "math_check": { "analytic_EY_given_M1": { "1.0": 1.5, "2.0": 1.8 }, "empirical_EY_given_M1": { "sigma1": 1.5005521774291992, "sigma2": 1.7640395164489746 }, "marginal_Y_variance_formula": { "1.0": 6.0, "2.0": 18.0 } }, "neural_experiment": { "test_shift_sigma2_nll": { "baseline_m_only": 1.9675318002700806, "joint": 1.6474906206130981, "joint_minus_baseline": -0.3200411796569824 }, "selected_M1_predicted_mean": { "baseline": 1.6588640213012695, "joint_conditional": 2.0122196674346924, "true_sigma2": 1.8 }, "joint_marginal_predicted_Y_variance_sigma2": 13.315326690673828, "device": "cuda" } }