EML Expression Trees: Symbolic Regression, Basin Selection, and Hardware Realization on iCE40

Bilar, Daniyel Yaacov · 2026-06-18 · software · mit-license

Version of record (canonical): https://doi.org/10.5281/zenodo.20748178

Abstract

Code, data, and technical notes for EML (exp-minus-ln) expression tree research. Includes symbolic regression experiments (snapping_v2_final.csv), basin-selection warm-start studies, and Track C hardware realization: fixed-point golden models, iCE40 RTL emitters, quantized-MLP and direct-ROM baselines, 2-input arity experiment, synthesis sweeps, and on-silicon confirmation on iCEstick.

Keywords

symbolic regression · EML expression trees · FPGA · iCE40 · fixed-point arithmetic · verifiable hardware · edge inference · basin selection · Odrzywolek

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