William J. Knottenbelt

Position: Quantum Program Generation Must Prioritize Validity Over Probabilistic Scaling

The scaling hypothesis assumes that increasing model parameters yields emergent reasoning capabilities. This position paper argues that applying this probabilistic paradigm to generic quantum circuit synthesis is a category error. Unlike natural languages, quantum circuits require strict adherence t…