openalexZenodo (CERN European Organization for Nuclear Research)2026-07-24
Autonomous Neural Oscillators: Non-Serial Architecture, Parallel-Path Linearization, and a Quasi-Periodic Attractor
Feedforward neural networks deployed autoregressively act as deterministic oscillators, their period and stability governed by a linear Companion Matrix built from the network’s origin-linearization. This paper stress-tests a serial-baseline “Pyramid Up” topology on a challenging…