CELN: Deterministic Logical Reasoning on CPU Without Backpropagation

Pre-print of CELN, a neuro-symbolic architecture for first-order logical reasoning using Vector Symbolic Architectures (VSA) without backpropagation. Achieves 100% on ProofWriter benchmark running on a consumer CPU.Contact: [email protected]

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-06-24
DOI
https://doi.org/10.5281/zenodo.20836283
Primary Topic
Topic Modeling
Type
preprint
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preprint

CELN: Deterministic Logical Reasoning on CPU Without Backpropagation

Flavio Oliveira Venturini
Zenodo (CERN European Organization for Nuclear Research)
Topic Modeling
preprint

CELN: Deterministic Logical Reasoning on CPU Without Backpropagation

Flavio Oliveira Venturini
preprint en

Abstract

Pre-print of CELN, a neuro-symbolic architecture for first-order logical reasoning using Vector Symbolic Architectures (VSA) without backpropagation. Achieves 100% on ProofWriter benchmark running on a consumer CPU.Contact: [email protected]

Zenodo (CERN European Organization for Nuclear Research)
Topic Modeling
DOIOpen Access PDFOpenAlex
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