Covariance-Adaptive Hermite Latent Bottleneck / mini_result.json
Mechanism confirmed, baseline not beaten
1{
2 "claim_check": {
3 "heat_max_relative_error": 8.043499689134494e-08,
4 "envelope_constant_from_exact_quadrature": 1.0127611146915414,
5 "tail_target": 0.08
6 },
7 "benchmark": [
8 {
9 "q": 0.040000000000000036,
10 "adaptive_degree": 1,
11 "adaptive_coefficients": 5,
12 "adaptive_actual_relative_tail": 0.036741479563667905,
13 "fixed_degree": 4,
14 "fixed_coefficients": 70,
15 "fixed_actual_relative_tail": 4.856707549007043e-05,
16 "coefficient_ratio_adaptive_over_fixed": 0.07142857142857142
17 },
18 {
19 "q": 0.19999999999999996,
20 "adaptive_degree": 3,
21 "adaptive_coefficients": 35,
22 "adaptive_actual_relative_tail": 0.0389580803115464,
23 "fixed_degree": 4,
24 "fixed_coefficients": 70,
25 "fixed_actual_relative_tail": 0.007459493367324075,
26 "coefficient_ratio_adaptive_over_fixed": 0.5
27 },
28 {
29 "q": 0.55,
30 "adaptive_degree": 8,
31 "adaptive_coefficients": 495,
32 "adaptive_actual_relative_tail": 0.032433547891005235,
33 "fixed_degree": 4,
34 "fixed_coefficients": 70,
35 "fixed_actual_relative_tail": 0.12228936657535362,
36 "coefficient_ratio_adaptive_over_fixed": 7.071428571428571
37 }
38 ],
39 "interpretation": "Exact diagonal-Gaussian density-ratio approximation using Hermite coefficients; fixed degree 4 is the control. Coefficients are distribution-level, not per-sample latent codes."
40}