Joint Modeling for Stochastic Interventions / results.json
Mechanism confirmed, baseline not beaten
1{
2 "math_check": {
3 "analytic_EY_given_M1": {
4 "1.0": 1.5,
5 "2.0": 1.8
6 },
7 "empirical_EY_given_M1": {
8 "sigma1": 1.5005521774291992,
9 "sigma2": 1.7640395164489746
10 },
11 "marginal_Y_variance_formula": {
12 "1.0": 6.0,
13 "2.0": 18.0
14 }
15 },
16 "neural_experiment": {
17 "test_shift_sigma2_nll": {
18 "baseline_m_only": 1.9675318002700806,
19 "joint": 1.6474906206130981,
20 "joint_minus_baseline": -0.3200411796569824
21 },
22 "selected_M1_predicted_mean": {
23 "baseline": 1.6588640213012695,
24 "joint_conditional": 2.0122196674346924,
25 "true_sigma2": 1.8
26 },
27 "joint_marginal_predicted_Y_variance_sigma2": 13.315326690673828,
28 "device": "cuda"
29 }
30}