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FRC-840-LTM-001

FRC 840.LTM.001 — Coupled Oscillator Dynamics vs Attention: Empirical Comparison

Hadi Servat2026-01-262 minFRC 800 seriesApplied
AI and computationltmtransformerempiricalkuramotoresonanceattentionneural-architecture

Reading status

Current statement

First empirical comparison between the Λ-Tensor Model (LTM) and Transformers

Evidence level

Historical record

Open boundary

Review the paper’s declared scope, controls, limitations, and kill conditions.

Version lineage

Current release · Current release

On this page
First empirical comparison between the Λ-Tensor Model (LTM) and Transformers

Figures

'Architecture comparison: (a) LTM with Resonator Blocks, (b) Transformer,
'Architecture comparison: (a) LTM with Resonator Blocks, (b) Transformer,
LTM training dynamics showing task loss, FRC loss, coherence trajectory,
LTM training dynamics showing task loss, FRC loss, coherence trajectory,