Zubarev P-adic Polynomial Regression (Zeros init)

Initialization: Starts from all zeros
Optimization: Simulated annealing with temperature-controlled random walk
Perturbations: P-adic-aware (prefers powers of 71)
Optional: Mahler polynomial basis for non-linear transforms

0.4404 Avg p-adic loss

2,407 Avg non-zero coefficients

13,813 Avg iterations

6,108 Total test samples

Method Description

This model implements Zubarev's p-adic polynomial regression method from arXiv:2503.23488. Key features:

Fold	Mean p-adic loss	Non-zero coeffs	Iterations	Test samples
Fold 0	0.4561	2,405	13,813	1,191
Fold 1	0.4095	2,398	13,813	1,230
Fold 2	0.4336	2,418	13,813	1,237
Fold 3	0.4580	2,405	13,813	1,211
Fold 4	0.4451	2,407	13,813	1,239