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We describe a proof-of-principle implementation of a system for drawing melodies that abstracts away from a note-level input representation via melodic contours. The aim is to allow users to express their musical intentions without…

Sound · Computer Science 2023-05-22 Tashi Namgyal , Peter Flach , Raul Santos-Rodriguez

Similar to colorization in computer vision, instrument separation is to assign instrument labels (e.g. piano, guitar...) to notes from unlabeled mixtures which contain only performance information. To address the problem, we adopt diffusion…

Sound · Computer Science 2022-09-08 Sangjun Han , Hyeongrae Ihm , DaeHan Ahn , Woohyung Lim

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

Diffusion models have recently shown strong potential in both music generation and music source separation tasks. Although in early stages, a trend is emerging towards integrating these tasks into a single framework, as both involve…

Sound · Computer Science 2024-12-31 Tornike Karchkhadze , Mohammad Rasool Izadi , Shlomo Dubnov

At present, neural network models show powerful sequence prediction ability and are used in many automatic composition models. In comparison, the way humans compose music is very different from it. Composers usually start by creating…

Sound · Computer Science 2024-10-18 Yutian Wang , Wanyin Yang , Zhenrong Dai , Yilong Zhang , Kun Zhao , Hui Wang

This paper focuses on generating test cases from timed symbolic transition systems. At the heart of the generation process are symbolic execution techniques on data and time. Test cases look like finite symbolic trees with verdicts on their…

Formal Languages and Automata Theory · Computer Science 2023-09-14 Boutheina Bannour , Arnault Lapitre , Pascale Le Gall , Thang Nguyen

Vision-to-music Generation, including video-to-music and image-to-music tasks, is a significant branch of multimodal artificial intelligence demonstrating vast application prospects in fields such as film scoring, short video creation, and…

Computer Vision and Pattern Recognition · Computer Science 2025-08-06 Zhaokai Wang , Chenxi Bao , Le Zhuo , Jingrui Han , Yang Yue , Yihong Tang , Victor Shea-Jay Huang , Yue Liao

We investigate the problem of modeling symbolic sequences of polyphonic music in a completely general piano-roll representation. We introduce a probabilistic model based on distribution estimators conditioned on a recurrent neural network…

Machine Learning · Computer Science 2012-07-03 Nicolas Boulanger-Lewandowski , Yoshua Bengio , Pascal Vincent

Machine-learning techniques have been recently used with spectacular results to generate artefacts such as music or text. However, these techniques are still unable to capture and generate artefacts that are convincingly structured. In this…

Artificial Intelligence · Computer Science 2017-03-03 Pierre Roy , Alexandre Papadopoulos , François Pachet

We propose the Multi-Track Music Machine (MMM), a generative system based on the Transformer architecture that is capable of generating multi-track music. In contrast to previous work, which represents musical material as a single…

Sound · Computer Science 2020-08-24 Jeff Ens , Philippe Pasquier

Dance and music typically go hand in hand. The complexities in dance, music, and their synchronisation make them fascinating to study from a computational creativity perspective. While several works have looked at generating dance for a…

Sound · Computer Science 2021-07-21 Gunjan Aggarwal , Devi Parikh

Recently, multi-instrument music generation has become a hot topic. Different from single-instrument generation, multi-instrument generation needs to consider inter-track harmony besides intra-track coherence. This is usually achieved by…

Sound · Computer Science 2023-05-29 Xipin Wei , Junhui Chen , Zirui Zheng , Li Guo , Lantian Li , Dong Wang

Generating music from text descriptions is a user-friendly mode since the text is a relatively easy interface for user engagement. While some approaches utilize texts to control music audio generation, editing musical elements in generated…

Sound · Computer Science 2023-06-02 Peiling Lu , Xin Xu , Chenfei Kang , Botao Yu , Chengyi Xing , Xu Tan , Jiang Bian

Rapid advancements in artificial intelligence have significantly enhanced generative tasks involving music and images, employing both unimodal and multimodal approaches. This research develops a model capable of generating music that…

Sound · Computer Science 2024-09-13 Tanisha Hisariya , Huan Zhang , Jinhua Liang

Music auto-tagging is essential for organizing and discovering music in extensive digital libraries. While foundation models achieve exceptional performance in this domain, their outputs often lack interpretability, limiting trust and…

Machine Learning · Computer Science 2026-05-28 Andreas Patakis , Vassilis Lyberatos , Spyridon Kantarelis , Edmund Dervakos , Giorgos Stamou

The ability to automatically generate music that appropriately matches an arbitrary input track is a challenging task. We present a novel controllable system for generating single stems to accompany musical mixes of arbitrary length. At the…

Sound · Computer Science 2024-02-05 Marco Pasini , Maarten Grachten , Stefan Lattner

Existing music-driven 3D dance generation methods mainly concentrate on high-quality dance generation, but lack sufficient control during the generation process. To address these issues, we propose a unified framework capable of generating…

Sound · Computer Science 2024-03-21 Ronghui Li , Yuqin Dai , Yachao Zhang , Jun Li , Jian Yang , Jie Guo , Xiu Li

Music is an inherently social activity that allows people to share experiences and feel connected with one another. There has been little progress in designing artificial partners exhibiting a similar social experience as playing with…

Social and Information Networks · Computer Science 2024-02-15 Dobromir Dotov , Dante Camarena , Zack Harris , Joanna Spyra , Pietro Gagliano , Laurel Trainor

Recently, symbolic music generation with deep learning techniques has witnessed steady improvements. Most works on this topic focus on MIDI representations, but less attention has been paid to symbolic music generation using guitar…

Sound · Computer Science 2023-02-13 Pedro Sarmento , Adarsh Kumar , Yu-Hua Chen , CJ Carr , Zack Zukowski , Mathieu Barthet

The I-Ching is one of the most influential texts in Chinese intellectual history, integrating divination, cosmology, and ethical reflection. While Western experimental music, most notably John Cage, has drawn on the I-Ching as a source of…

Multimedia · Computer Science 2026-05-21 Ling Qi , Aleksandra Teng Ma , Alexandria Smith