Published June 24, 2026
| Version v1
Preprint
Open
CELN: Deterministic Logical Reasoning on CPU Without Backpropagation
Authors/Creators
Description
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: flavio@ravizin.com.br
Files
CELN.pdf
Additional details
Related works
- Is supplement to
- Software: https://github.com/Ravi4649/celn (URL)