Work

Horizon-Uniform Prediction on Operator-Generated Networks (simulation and supplementary materials)

Year: 2026

Type: software

Abstract: Deterministic simulation validating the complexity guarantees of the paper "Gandy Direct-Limit Theorem: Polynomial-Time Prediction on Operator-Generated Networks" (IEEE Access submission, 2026): linear-in-rounds materialization, query cost governed by the code length rather than the look-ahead, the code-length cost growing with the depth of the target, a boundary-condition ablation, and a confidence-floor validity check.

Source: Zenodo (CERN European Organization for Nuclear Research)

DOI: 10.5281/zenodo.21973425

Authors: Nechesov, Andrey, Puzarenko, Vadim

Institutions: Novosibirsk State University, Sobolev Institute of Mathematics

Language: English

Topic: Computability, Logic, AI Algorithms

Subfield: Computational Theory and Mathematics

Field: Computer Science

Domain: Physical Sciences

Open Access status: green

OpenAlex ID: W7203628643

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