HHL with a Coherent Fourier Oracle: A Proof-of-Concept Quantum Architecture for Joint Melody-Harmony Generation
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Abstract (arXiv)
Quantum algorithms with a proven theoretical speedup over classical computation are rare. Among the most prominent is the Harrow-Hassidim-Lloyd (HHL) algorithm for solving sparse linear systems. Here, HHL is applied to encode melodic preference: the system matrix encodes Narmour implication-realisation and Krumhansl-Kessler tonal stability, so its solution vector is a music-cognition-weighted note-pair distribution. The key constraint of HHL is that reading its output classically cancels the quantum speedup; the solution must be consumed coherently. This motivates a coherent Fourier harmonic oracle: a unitary that applies chord-transition weights directly to the HHL amplitude vector, so that a single measurement jointly selects both melody notes and a two-chord progression. A two-note/two-chord (2/2) block is used to contain the exponential growth of the joint state space that would otherwise make classical simulation of larger blocks infeasible. For demonstrations of longer passages, blocks are chained classically - each block's collapsed output conditions the next -- as a temporary workaround until fault-tolerant hardware permits larger monolithic circuits. A four-block chain produces 8 notes over 8 chords with grammatically valid transitions at every block boundary. Independent rule-based harmony validation confirms that 97% of generated chord progressions are rated strong or acceptable. The primary motivation is that HHL carries a proven exponential speedup over classical linear solvers; this work demonstrates that a coherent HHL+oracle pipeline - the prerequisite for that speedup to be realised in a musical setting - is mechanically achievable. Audio realisations of representative outputs are made available for listening online.
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References · 9
- 2016DeepBach: a Steerable Model for Bach Chorales Generationcited by 90
- 2018A quantum-inspired classical algorithm for recommendation systemscited by 70
- 2019Counterpoint by Convolutioncited by 42
- 2017Information Perspective to Probabilistic Modeling: Boltzmann Machines versus Born Machinescited by 33
- 2018Quantum linear systems algorithms: a primercited by 13
- 2020An improved quantum-inspired algorithm for linear regressioncited by 8
- 2023Variational Quantum Harmonizer: Generating Chord Progressions and Other Sonification Methods with the VQE Algorithmcited by 2
- 2022QuiKo: A Quantum Beat Generation Applicationcited by 1
- 2025Techniques for Quantum-Computing-Aided Algorithmic Composition: Experiments in Rhythm, Timbre, Harmony, and Spacecited by 1
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