2026-07-072026-07-07http://salesiana.dossiersoluciones.com/handle/123456789/91776According to the statistical interpretation of quantum theory, quantum computers form a distinguished class of probabilistic machines (PMs) by encoding n qubits in 2n pbits (random binary variables). This raises the possibility of a large-scale quantum computing using PMs, especially with neural networks which have the innate capability for probabilistic information processing. Restricting ourselves to a particular model, we construct and numerically examine the performance of neural circuits implementing universal quantum gates. A discussion on the physiological plausibility of proposed coding scheme is also provided.Minor changes, improved discussion, added references, 10 pages, 4 eps figures, LaTeX2eQuantum PhysicsNeurons and Cognitiontext