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CELN: Deterministic Logical Reasoning on CPU Without Backpropagation

Year: 2026
Type: preprint
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]
Language: English
Open Access status: green
OpenAlex ID: W7165886966
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