crystallization

This paper introduces the Universal Quantum Transformer (UQT), a quantum-native architecture that uses multi-qubit systems for exact mathematical reasoning, achieving deterministic generalization on modular arithmetic and permutation groups while bypassing classical over-parameterization and quadratic attention bottlenecks, with deployment on IBM Quantum hardware.