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Related papers: A-Muze-Net: Music Generation by Composing the Harm…

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Recent advances in generative models have made it possible to create high-quality, coherent music, with some systems delivering production-level output. Yet, most existing models focus solely on generating music from scratch, limiting their…

Recent progress in music generation has been remarkably advanced by the state-of-the-art MusicLM, which comprises a hierarchy of three LMs, respectively, for semantic, coarse acoustic, and fine acoustic modelings. Yet, sampling with the…

In this work, we introduce the demonstration of symbolic music generation, focusing on providing short musical motifs that serve as the central theme of the narrative. For the generation, we adopt an autoregressive model which takes musical…

Generating a complex work of art such as a musical composition requires exhibiting true creativity that depends on a variety of factors that are related to the hierarchy of musical language. Music generation have been faced with Algorithmic…

Sound · Computer Science 2021-09-08 Carlos Hernandez-Olivan , Jose R. Beltran

While end-to-end lyrics-to-song models offer convenience for casual users, professional songwriters require score-to-song systems that allow them to retain authorship over the core melody. However, existing score-to-song methods are limited…

We use Google's MusicVAE, a Variational Auto-Encoder with a 512-dimensional latent space to represent a few bars of music, and organize the latent dimensions according to their relevance in describing music. We find that, on average, most…

Sound · Computer Science 2023-08-02 Gabriela Barenboim , Luigi Del Debbio , Johannes Hirn , Veronica Sanz

Text-to-motion synthesis aims to generate natural and expressive human motions from textual descriptions. While existing approaches primarily focus on generating holistic motions from text descriptions, they struggle to accurately reflect…

Computer Vision and Pattern Recognition · Computer Science 2026-03-11 KunHo Heo , SuYeon Kim , Yonghyun Gwon , Youngbin Kim , MyeongAh Cho

Commercial adoption of automatic music composition requires the capability of generating diverse and high-quality music suitable for the desired context (e.g., music for romantic movies, action games, restaurants, etc.). In this paper, we…

Sound · Computer Science 2022-11-18 Lee Hyun , Taehyun Kim , Hyolim Kang , Minjoo Ki , Hyeonchan Hwang , Kwanho Park , Sharang Han , Seon Joo Kim

Systems such as Microsoft Songsmith automatically assign chords and harmony to a melody by minimizing the dissonance across all chord changes. Although this produces harmonious music, it is not what practicing musicians do. In this paper, I…

Sound · Computer Science 2025-01-07 Frederick Fernandes

We explore the use of neural synthesis for acoustic guitar from string-wise MIDI input. We propose four different systems and compare them with both objective metrics and subjective evaluation against natural audio and a sample-based…

Sound · Computer Science 2023-09-15 Nicolas Jonason , Xin Wang , Erica Cooper , Lauri Juvela , Bob L. T. Sturm , Junichi Yamagishi

Existing research on music generation focuses on composition, but often ignores the expressive performance characteristics required for plausible renditions of resultant pieces. In this paper, we introduce the Nintendo Entertainment System…

Sound · Computer Science 2018-06-13 Chris Donahue , Huanru Henry Mao , Julian McAuley

Existing automatic music generation approaches that feature deep learning can be broadly classified into two types: raw audio models and symbolic models. Symbolic models, which train and generate at the note level, are currently the more…

Sound · Computer Science 2018-06-27 Rachel Manzelli , Vijay Thakkar , Ali Siahkamari , Brian Kulis

We introduce an extensive new dataset of MIDI files, created by transcribing audio recordings of piano performances into their constituent notes. The data pipeline we use is multi-stage, employing a language model to autonomously crawl and…

Sound · Computer Science 2025-07-01 Louis Bradshaw , Simon Colton

Several methods exist for a computer to generate music based on data including Markov chains, recurrent neural networks, recombinancy, and grammars. We explore the use of unit selection and concatenation as a means of generating music using…

Sound · Computer Science 2016-12-19 Mason Bretan , Gil Weinberg , Larry Heck

This study is a theoretical approach for exploring the applicability of a 2D cellular automaton based on melodic and harmonic intervals in random arrays of musical notes. The aim of this study was to explore alternatives uses for a cellular…

Sound · Computer Science 2024-12-03 Igor Lugo , Martha G. Alatriste-Contreras

Although the use of AI tools in music composition and production is steadily increasing, as witnessed by the newly founded AI song contest, analysis of music produced using these tools is still relatively uncommon as a mean to gain insight…

Artificial Intelligence · Computer Science 2022-08-19 Emmanuel Deruty , Maarten Grachten

We use the Newton iteration of KAM theory for diffeomorphisms of the circle as a source for melody generation and its variations

Dynamical Systems · Mathematics 2024-01-17 Octavio A. Agustín-Aquino , Alicia Santiago-Santos

In this paper, we introduce a MusIc conditioned 3D Dance GEneraTion model, named MIDGET based on Dance motion Vector Quantised Variational AutoEncoder (VQ-VAE) model and Motion Generative Pre-Training (GPT) model to generate vibrant and…

Sound · Computer Science 2024-04-19 Jinwu Wang , Wei Mao , Miaomiao Liu

In this paper we present a mathematical way of defining musical modes, we derive a formula for the total number of modes and define the musicality of a mode as the total number of harmonic chords whithin the mode. We also give an algorithm…

Combinatorics · Mathematics 2011-03-04 Mihail Cocos , Shawn Fowers

Generative artificial intelligence models can be a valuable aid to music composition and live performance, both to aid the professional musician and to help democratize the music creation process for hobbyists. Here we present a novel…

Sound · Computer Science 2022-09-22 Ignacio J. Tripodi