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Nowadays, humans are constantly exposed to music, whether through voluntary streaming services or incidental encounters during commercial breaks. Despite the abundance of music, certain pieces remain more memorable and often gain greater…

Information Retrieval · Computer Science 2024-05-22 Li-Yang Tseng , Tzu-Ling Lin , Hong-Han Shuai , Jen-Wei Huang , Wen-Whei Chang

This paper investigates the importance of personal ownership in musical AI design, examining how practising musicians can maintain creative control over the compositional process. Through a four-week ecological evaluation, we examined how a…

Human-Computer Interaction · Computer Science 2025-10-08 Stephen James Krol , Maria Teresa Llano , Jon McCormack

The explosion of content generated by artificial intelligence (AI) models has initiated a cultural shift in arts, music, and media, whereby roles are changing, values are shifting, and conventions are challenged. The vast, readily available…

The traditional songwriting process is rather complex and this is evident in the time it takes to produce lyrics that fit the genre and form comprehensive verses. Our project aims to simplify this process with deep learning techniques, thus…

Computation and Language · Computer Science 2024-09-24 Tracy Cai , Wilson Liang , Donte Townes

The rapid development of musical AI technologies has expanded the creative potential of various musical activities, ranging from music style transformation to music generation. However, little research has investigated how musical AIs can…

Human-Computer Interaction · Computer Science 2024-04-16 Jingjing Sun , Jingyi Yang , Guyue Zhou , Yucheng Jin , Jiangtao Gong

Musical instrument classification, a key area in Music Information Retrieval, has gained considerable interest due to its applications in education, digital music production, and consumer media. Recent advances in machine learning,…

Sound · Computer Science 2024-11-04 Joanikij Chulev

AI creation, such as poem or lyrics generation, has attracted increasing attention from both industry and academic communities, with many promising models proposed in the past few years. Existing methods usually estimate the outputs based…

Artificial Intelligence · Computer Science 2024-09-05 Qian Cao , Xu Chen , Ruihua Song , Hao Jiang , Guang Yang , Zhao Cao

Music is a powerful medium for altering the emotional state of the listener. In recent years, with significant advancement in computing capabilities, artificial intelligence-based (AI-based) approaches have become popular for creating…

Human-Computer Interaction · Computer Science 2023-01-18 Adyasha Dash , Kat R. Agres

We describe Verse by Verse, our experiment in augmenting the creative process of writing poetry with an AI. We have created a group of AI poets, styled after various American classic poets, that are able to offer as suggestions generated…

Computation and Language · Computer Science 2022-05-12 David Uthus , Maria Voitovich , R. J. Mical

There are two aspects of machine learning and artificial intelligence: (1) interpreting information, and (2) inventing new useful information. Much advance has been made for (1) with a focus on pattern recognition techniques (e.g.,…

Artificial Intelligence · Computer Science 2023-10-23 Jacob Galajda , Kien Hua

Lyrics parody swaps one set of words that accompany a melody with a new set of words, preserving the number of syllables per line and the rhyme scheme. Lyrics parody generation is a challenge for controllable text generation. We show how a…

Computation and Language · Computer Science 2020-09-28 Mark Riedl

The proliferation of Text-to-Music (TTM) platforms has democratized music creation, enabling users to effortlessly generate high-quality compositions. However, this innovation also presents new challenges to musicians and the broader music…

Sound · Computer Science 2025-05-16 Nick Sunday

We propose a deep attention-based alignment network, which aims to automatically predict lyrics and melody with given incomplete lyrics as input in a way similar to the music creation of humans. Most importantly, a deep neural…

Sound · Computer Science 2023-01-25 Gurunath Reddy M , Zhe Zhang , Yi Yu , Florian Harscoet , Simon Canales , Suhua Tang

When songs are composed or performed, there is often an intent by the singer/songwriter of expressing feelings or emotions through it. For humans, matching the emotiveness in a musical composition or performance with the subjective…

The goal of this paper is twofold. First, we introduce DALI, a large and rich multimodal dataset containing 5358 audio tracks with their time-aligned vocal melody notes and lyrics at four levels of granularity. The second goal is to explain…

Audio and Speech Processing · Electrical Eng. & Systems 2019-06-26 Gabriel Meseguer-Brocal , Alice Cohen-Hadria , Geoffroy Peeters

Existing AI-generated dance methods primarily train on motion capture data from solo dance performances, but a critical feature of dance in nearly any genre is the interaction of two or more bodies in space. Moreover, many works at the…

Machine Learning · Computer Science 2025-03-07 Zixuan Wang , Luis Zerkowski , Ilya Vidrin , Mariel Pettee

Creativity, or the ability to produce new useful ideas, is commonly associated to the human being; but there are many other examples in nature where this phenomenon can be observed. Inspired by this fact, in engineering and particularly in…

Sound · Computer Science 2022-01-26 David Daniel Albarracín Molina

AI music generators have advanced to the point where their outputs are often indistinguishable from human compositions. While detection methods have emerged, they are typically designed and validated in music streaming contexts with clean,…

Sound · Computer Science 2026-03-04 David López-Ayala , Asier Cabello , Pablo Zinemanas , Emilio Molina , Martín Rocamora

There has recently been a sharp increase in interest in Artificial Intelligence-Generated Content (AIGC). Despite this, musical components such as time signatures have not been studied sufficiently to form an algorithmic determination…

Machine Learning · Computer Science 2025-07-10 Callie C. Liao , Duoduo Liao , Jesse Guessford

Despite its potential, AI advances in music education are hindered by proprietary systems that limit the democratization of technology in this domain. In particular, AI-driven music difficulty adjustment is especially promising, as…

Sound · Computer Science 2025-11-25 Pedro Ramoneda , Emilia Parada-Cabaleiro , Dasaem Jeong , Xavier Serra
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