terça-feira, 21 de outubro de 2025

Paper 18 -  França, C. R. (2025). SRMs & Few-Step Discrete Flows: Connections between Algebraic Determinism and Probabilistic Generation. Zenodo CERN - SWITZERLAND

 Dear community,

The path of Computer Science has always pointed toward the reduction of steps.
In 2017, with the Heru Search Method (HSM), we introduced a deterministic model based on SRMs capable of replacing Binary Trees and surpassing the long-standing O(log n) paradigm.

Eight years later, in 2025, researchers from Apple Inc. and Ohio State University presented Few-Step Discrete Flow-Matching (FS-DFM), applying the same principle within the probabilistic domain of information generation.

The complementarity between HSM and FS-DFM is remarkable, unveiling a unified axis of computational efficiency:

 

The transformation of traversal into a jump.

📘 Access Paper 18  to understand what we have been demonstrating since 2017 — and what is now being echoed across laboratories in the United States.

Link on image below 👇👇👇