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Melody harmonization, which involves generating a chord progression thatcomplements a user-provided melody, continues to pose a significant challenge.A chord progression must not only be in harmony with the melody, but alsointerdependent on its rhythmic pattern. While previous neural network-basedsystems have been successful in producing chord progressions for givenmelodies, they have not adequately addressed controllable melody harmonization,nor have they focused on generating harmonic rhythms with flexibility in therates or patterns of chord changes. This paper presents AutoHarmonizer, a novelsystem for harmonic density-controllable melody harmonization with such aflexible harmonic rhythm. AutoHarmonizer is equipped with an extensivevocabulary of 1,462 chord types and can generate chord progressions that varyin harmonic density for a given melody. Experimental results indicate that theAutoHarmonizer-generated chord progressions exhibit a diverse range of harmonicrhythms and that the system's controllable harmonic density is effective.

Generating Chord Progression from Melody with Flexible Harmonic Rhythm and Controllable Harmonic Density