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This document explores how to make music using quantum computing algorithms. The text is an unedited pre-publication chapter which will appear in the book "Quantum Computer Music", Miranda, E. R. (Editor). This chapters provides the…

Quantum Physics · Physics 2022-01-06 Euan J. Allen , Jacob F. F. Bulmer , Simon D. Small

Creativity support tools (CSTs) typically frame search as information retrieval, yet in practices like electronic dance music production, search serves as a creative medium for collage-style composition. To address this gap, we present…

Human-Computer Interaction · Computer Science 2026-03-10 Sheng Long , Atsuya Kobayashi , Kei Tateno

Of all novel computing methods, quantum computation (QC) is currently the most likely to move from the realm of the unconventional into the conventional. As a result some initial work has been done on applications of QC outside of science:…

Artificial Intelligence · Computer Science 2019-07-30 Alexis Kirke

Deep learning models are typically evaluated to measure and compare their performance on a given task. The metrics that are commonly used to evaluate these models are standard metrics that are used for different tasks. In the field of music…

Sound · Computer Science 2022-04-05 Carlos Hernandez-Olivan , Jorge Abadias Puyuelo , Jose R. Beltran

There is an increasing interest from ML and HCI communities in empowering creators with better generative models and more intuitive interfaces with which to control them. In music, ML researchers have focused on training models capable of…

Human-Computer Interaction · Computer Science 2021-12-01 Ryan Louie , Jesse Engel , Anna Huang

Code-mixed discourse combines multiple languages in a single text. It is commonly used in informal discourse in countries with several official languages, but also in many other countries in combination with English or neighboring…

Computation and Language · Computer Science 2025-04-16 Anjali Yadav , Tanya Garg , Matej Klemen , Matej Ulcar , Basant Agarwal , Marko Robnik Sikonja

In this work we present an algorithm for composing monophonic melodies similar in style to those of a given, phrase annotated, sample of melodies. For implementation, a hybrid approach incorporating parametric Markov models of higher order…

Artificial Intelligence · Computer Science 2016-12-30 Rouven Bauer

The ultimate purpose of generative music AI is music production. The studio-lab, a social form within the art-science branch of cross-disciplinarity, is a way to advance music production with AI music models. During a studio-lab experiment…

Sound · Computer Science 2026-05-18 Emmanuel Deruty , Maarten Grachten

We present Speakerly, a new real-time voice-based writing assistance system that helps users with text composition across various use cases such as emails, instant messages, and notes. The user can interact with the system through…

Computation and Language · Computer Science 2023-10-26 Dhruv Kumar , Vipul Raheja , Alice Kaiser-Schatzlein , Robyn Perry , Apurva Joshi , Justin Hugues-Nuger , Samuel Lou , Navid Chowdhury

Music generation introduces challenging complexities to large language models. Symbolic structures of music often include vertical harmonization as well as horizontal counterpoint, urging various adaptations and enhancements for large-scale…

Sound · Computer Science 2024-07-30 Seungyeon Rhyu , Kichang Yang , Sungjun Cho , Jaehyeon Kim , Kyogu Lee , Moontae Lee

Procedural Music Generation (PMG) is an emerging field that algorithmically creates music content for video games. By leveraging techniques from simple rule-based approaches to advanced machine learning algorithms, PMG has the potential to…

Sound · Computer Science 2025-12-16 Shangxuan Luo , Joshua Reiss

This pictorial aims to critically consider the nature of text-to-audio and text-to-music generative tools in the context of explainable AI. As a group of experimental musicians and researchers, we are enthusiastic about the creative…

Sound · Computer Science 2024-08-15 Jesse Allison , Drew Farrar , Treya Nash , Carlos Román , Morgan Weeks , Fiona Xue Ju

Sound plays a significant role in human memory, yet it is often overlooked by mainstream life-recording methods. Most current UGC (User-Generated Content) creation tools emphasize visual content while lacking user-friendly sound design…

Human-Computer Interaction · Computer Science 2024-10-11 Chongjun Zhong , Jiaxing Yu , Yingping Cao , Songruoyao Wu , Wenqi Wu , Kejun Zhang

While AI presents significant potential for enhancing music mixing and mastering workflows, current research predominantly emphasizes end-to-end automation or generation, often overlooking the collaborative and instructional dimensions…

Sound · Computer Science 2025-07-10 Michael Clemens , Ana Marasović

While most music generation models use textual or parametric conditioning (e.g. tempo, harmony, musical genre), we propose to condition a language model based music generation system with audio input. Our exploration involves two distinct…

Sound · Computer Science 2024-07-31 Simon Rouard , Yossi Adi , Jade Copet , Axel Roebel , Alexandre Défossez

Quantum computations operate in the quantum world. For their results to be useful in any way, there is an intrinsic necessity of cooperation and communication controlled by the classical world. As a consequence, full formal descriptions of…

Quantum Physics · Physics 2007-05-23 Philippe Jorrand , Marie Lalire

Music is one of the basic human needs for recreation and entertainment. As song files are digitalized now a days, and digital libraries are expanding continuously, which makes it difficult to recall a song. Thus need of a new classification…

Information Retrieval · Computer Science 2012-06-13 Puneet Singh , Ashutosh Kapoor , Vishal Kaushik , Hima Bindu Maringanti

We present a supervised neural network model for polyphonic piano music transcription. The architecture of the proposed model is analogous to speech recognition systems and comprises an acoustic model and a music language model. The…

Machine Learning · Statistics 2016-02-12 Siddharth Sigtia , Emmanouil Benetos , Simon Dixon

In this paper, we propose a technique to address the most challenging aspect of algorithmic songwriting process, which enables the human community to discover original lyrics, and melodies suitable for the generated lyrics. The proposed…

Sound · Computer Science 2020-11-13 Gurunath Reddy Madhumani , Yi Yu , Florian Harscoët , Simon Canales , Suhua Tang

Communication is compositional if complex signals can be represented as a combination of simpler subparts. In this paper, we theoretically show that inductive biases on both the training framework and the data are needed to develop a…

Machine Learning · Computer Science 2024-04-04 Łukasz Kuciński , Tomasz Korbak , Paweł Kołodziej , Piotr Miłoś
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