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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

Music popularity prediction has attracted growing research interest, with relevance to artists, platforms, and recommendation systems. However, the explosive rise of AI-generated music platforms has created an entirely new and largely…

声音 · 计算机科学 2026-05-06 Jaavid Aktar Husain , Dorien Herremans

Recent advances in generative artificial intelligence (AI) have created models capable of high-quality musical content generation. However, little consideration is given to how to use these models for real-time or cooperative jamming…

Generating rhythm game charts from songs via machine learning has been a problem of increasing interest in recent years. However, all existing systems struggle to replicate human-like patterning: the placement of game objects in relation to…

机器学习 · 计算机科学 2021-07-28 Emily Halina , Matthew Guzdial

Algorithmic composition is the partial or total automation of the process of music composition by using computers. Since the 1950s, different computational techniques related to Artificial Intelligence have been used for algorithmic…

人工智能 · 计算机科学 2014-02-05 Jose David Fernandez , Francisco Vico

In video game design, audio (both environmental background music and object sound effects) play a critical role. Sounds are typically pre-created assets designed for specific locations or objects in a game. However, user-generated content…

人机交互 · 计算机科学 2024-04-29 Thomas Marrinan , Pakeeza Akram , Oli Gurmessa , Anthony Shishkin

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…

人机交互 · 计算机科学 2024-04-16 Jingjing Sun , Jingyi Yang , Guyue Zhou , Yucheng Jin , Jiangtao Gong

Evaluating generative models remains a fundamental challenge, particularly when the goal is to reflect human preferences. In this paper, we use music generation as a case study to investigate the gap between automatic evaluation metrics and…

音频与语音处理 · 电气工程与系统科学 2025-05-01 Huan Zhang , Jinhua Liang , Huy Phan , Wenwu Wang , Emmanouil Benetos

This study presents an exploratory evaluation of Music Generation Systems (MGS) within contemporary music production workflows by examining eight open-source systems. The evaluation framework combines technical insights with practical…

音频与语音处理 · 电气工程与系统科学 2025-07-03 Shayan Dadman , Bernt Arild Bremdal , Andreas Bergsland

This study explores the application of evolutionary generative algorithms in music production to preserve and enhance human creativity. By integrating human feedback into Differential Evolution algorithms, we produced six songs that were…

神经与进化计算 · 计算机科学 2024-06-11 Justin Kilb , Caroline Ellis

Recent advancements in music generation are raising multiple concerns about the implications of AI in creative music processes, current business models and impacts related to intellectual property management. A relevant discussion and…

声音 · 计算机科学 2025-07-07 Roser Batlle-Roca , Wei-Hsiang Liao , Xavier Serra , Yuki Mitsufuji , Emilia Gómez

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…

人机交互 · 计算机科学 2023-01-18 Adyasha Dash , Kat R. Agres

We present a general computational approach that enables a machine to generate a dance for any input music. We encode intuitive, flexible heuristics for what a 'good' dance is: the structure of the dance should align with the structure of…

人工智能 · 计算机科学 2020-06-25 Purva Tendulkar , Abhishek Das , Aniruddha Kembhavi , Devi Parikh

The utilization of deep learning techniques in generating various contents (such as image, text, etc.) has become a trend. Especially music, the topic of this paper, has attracted widespread attention of countless researchers.The whole…

声音 · 计算机科学 2020-11-16 Shulei Ji , Jing Luo , Xinyu Yang

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…

人机交互 · 计算机科学 2025-10-08 Stephen James Krol , Maria Teresa Llano , Jon McCormack

Producing original and arranging existing musical outcomes is an art that takes years of learning and practice to master. Yet, despite the constant advances in the field of AI-powered musical creativity, production of quality musical…

声音 · 计算机科学 2023-04-04 Ivan S. Maksymov

Musical mode is one of the most critical element that establishes the framework of pitch organization and determines the harmonic relationships. Previous works often use the simplistic and rigid alignment method, and overlook the diversity…

声音 · 计算机科学 2025-01-15 Qian Liang , Yi Zeng , Menghaoran Tang

A big challenge in algorithmic composition is to devise a model that is both easily trainable and able to reproduce the long-range temporal dependencies typical of music. Here we investigate how artificial neural networks can be trained on…

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

The advent of ML music models such as Google Magenta's MusicVAE now allow us to extract and replicate compositional features from otherwise complex datasets. These models allow computational composers to parameterize abstract variables such…