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Interpretability of machine learning models has gained more and more attention among researchers in the artificial intelligence (AI) and human-computer interaction (HCI) communities. Most existing work focuses on decision making, whereas we…

人机交互 · 计算机科学 2020-04-16 Haizi Yu , Heinrich Taube , James A. Evans , Lav R. Varshney

Music is one of the Gardner's intelligences in his theory of multiple intelligences. How humans perceive and understand music is still being studied and is crucial to develop artificial intelligence models that imitate such processes. Music…

人工智能 · 计算机科学 2022-11-04 Carlos Hernandez-Olivan , Javier Hernandez-Olivan , Jose R. Beltran

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…

社会与信息网络 · 计算机科学 2024-02-15 Dobromir Dotov , Dante Camarena , Zack Harris , Joanna Spyra , Pietro Gagliano , Laurel Trainor

Generative AI has been transforming the way we interact with technology and consume content. In the next decade, AI technology will reshape how we create audio content in various media, including music, theater, films, games, podcasts, and…

声音 · 计算机科学 2024-11-25 Hao-Wen Dong

Music has always been thought of as a "human" endeavor -- when praising a piece of music, we emphasize the composer's creativity and the emotions the music invokes. Because music also heavily relies on patterns and repetition in the form of…

声音 · 计算机科学 2024-01-05 Nicholas Yan

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…

声音 · 计算机科学 2026-05-18 Emmanuel Deruty , Maarten Grachten

The rapid rise of AI-generated art has sparked debate about potential biases in how audiences perceive and evaluate such works. This study investigates how composer information and listener characteristics shape the perception of…

人机交互 · 计算机科学 2025-12-03 David Stammer , Hannah Strauss , Peter Knees

This study proposes a system designed to enumerate the process of collaborative composition among humans, using automatic music composition technology. By integrating multiple Recurrent Neural Network (RNN) models, the system provides an…

声音 · 计算机科学 2024-03-07 So Hirawata , Noriko Otani

In recent years, AI-generated music has made significant progress, with several models performing well in multimodal and complex musical genres and scenes. While objective metrics can be used to evaluate generative music, they often lack…

声音 · 计算机科学 2023-08-29 Zeyu Xiong , Weitao Wang , Jing Yu , Yue Lin , Ziyan Wang

Automatic melody generation for pop music has been a long-time aspiration for both AI researchers and musicians. However, learning to generate euphonious melody has turned out to be highly challenging due to a number of factors.…

In recent years, artificial intelligence (AI) has made significant progress in the field of music generation, driving innovation in music creation and applications. This paper provides a systematic review of the latest research advancements…

声音 · 计算机科学 2024-09-06 Yanxu Chen , Linshu Huang , Tian Gou

Computers have been used to analyze and create music since they were first introduced in the 1950s and 1960s. Beginning in the late 1990s, the rise of the Internet and large scale platforms for music recommendation and retrieval have made…

声音 · 计算机科学 2020-06-19 Elad Liebman , Peter Stone

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…

声音 · 计算机科学 2021-09-08 Carlos Hernandez-Olivan , Jose R. Beltran

Musical Metacreation tries to obtain creative behaviors from computers algorithms composing music. In this paper I briefly analyze how this field evolved from algorithmic composition to be focused on the search for creativity, and I point…

声音 · 计算机科学 2022-09-01 Filippo Carnovalini

Musical professionals who produce material for non-musical stakeholders often face communication challenges in the early ideation stage. Expressing musical ideas can be difficult, especially when domain-specific vocabulary is lacking. This…

人机交互 · 计算机科学 2023-03-03 Sebastian Löbbers , Mathieu Barthet , György Fazekas

We study how musicians use artificial intelligence (AI) across formats like singles, albums, performances, installations, voices, ballets, operas, or soundtracks. We collect 337 music artworks and categorize them based on AI usage: AI…

计算机与社会 · 计算机科学 2025-08-19 Jordi Pons , Zack Zukowski , Julian D. Parker , CJ Carr , Josiah Taylor , Zach Evans

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…

声音 · 计算机科学 2022-01-26 David Daniel Albarracín Molina

The integration of artificial intelligence (AI) technology in the music industry is driving a significant change in the way music is being composed, produced and mixed. This study investigates the current state of AI in the mixing workflows…

人机交互 · 计算机科学 2023-09-11 Soumya Sai Vanka , Maryam Safi , Jean-Baptiste Rolland , George Fazekas

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…

声音 · 计算机科学 2024-09-13 Tanisha Hisariya , Huan Zhang , Jinhua Liang

Modelling musical structure is vital yet challenging for artificial intelligence systems that generate symbolic music compositions. This literature review dissects the evolution of techniques for incorporating coherent structure, from…

声音 · 计算机科学 2024-03-14 Keshav Bhandari , Simon Colton
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