HyperQ: Quantum-Augmented Diffusion Language Models

HyperQ integrates token-conditioned quantum residual branches into frozen masked-diffusion language models. A lightweight circuit hypernetwork emits token-specific rotation angles and coupling strengths, allowing for quantum-augmented computations without retraining the backbone transformer.