EML-A5EML_SYMBOLIC_REGRESSION_TEMPLATE_SEARCH_PASSfixed-template searchfull PySR: falseEML Symbolic-Regression Template Search
A candidate-only scan over fixed EML, standard, control, and baseline templates for the same Chebyshev psi residual fixture.
Templates
6
Samples
800
Gamma scan
5-40
Known gamma1
14.134725
review finding
The EML critical-line template remains a compact candidate and leads the simple complexity-adjusted score on this fixture, but the template search is intentionally ambiguous: a wrong-exponent control localizes slightly closer, and low-MSE baselines show that MSE alone is not evidence of structure.
promising_but_not_decisivecandidate score leader: eml_critical_one_nodelocalization leader: eml_wrong_exponent_03MSE leader: constant_baselineEML gamma error
0.047682
Standard gamma error
0.205260
Wrong-exponent gamma error
0.030173
templates
| Template | Family | Nodes | Params | Gamma | MSE | Gamma error |
|---|---|---|---|---|---|---|
| eml_critical_one_node | eml | 1 | 1 | 14.087044 | 5.339289 | 0.047682 |
| standard_profiled_sqrt_cos_sin | standard | 5 | 3 | 13.929465 | 5.253005 | 0.205260 |
| eml_wrong_exponent_03 | negative_control | 1 | 1 | 14.104552 | 5.814425 | 0.030173 |
| eml_wrong_exponent_07 | negative_control | 1 | 1 | 20.950475 | 5.769475 | 6.815750 |
| plain_profiled_cos_sin | negative_control | 3 | 3 | 14.052026 | 5.461535 | 0.082699 |
| constant_baseline | baseline | 0 | 1 | n/a | 3.555752 | n/a |
non-claims
- This search does not prove RH.
- This search does not discover zeta zeros.
- This search is not a full PySR run.
- This search does not prove an EML grammar theorem.
- This search does not promote any Atlas entry publicly.
- This search does not change Forge/compiler behavior.