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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…

Audio and Speech Processing · Electrical Eng. & Systems 2025-07-03 Shayan Dadman , Bernt Arild Bremdal , Andreas Bergsland

This work is an introduction to the author's contributions to the SOC area, resulting from his PhD research activity. It focuses on the problem of automatically composing a desired service, given a set of available ones and a target…

Software Engineering · Computer Science 2009-06-23 Fabio Patrizi

Art has long been a medium for individuals to engage with the world. Scribble art, a form of abstract visual expression, features spontaneous, gestural strokes made with pens or brushes. These dynamic and expressive compositions, created…

Graphics · Computer Science 2024-11-14 Soumyaratna Debnath , Ashish Tiwari , Shanmuganathan Raman

Machine learning algorithms have achieved superhuman performance in specific complex domains. However, learning online from few examples and compositional learning for efficient generalization across domains remain elusive. In humans, such…

Neurons and Cognition · Quantitative Biology 2024-11-11 V. A. Aksyuk

I reflect on my experience creating two music albums centered on state-of-the-art prompt-based AI music generation platforms. The first album explicitly poses the question: What happens when I collide my junk mail with these platforms? The…

Sound · Computer Science 2025-08-01 Bob L. T. Sturm

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…

Sound · Computer Science 2024-11-25 Hao-Wen Dong

With the increased sophistication of AI techniques, the application of these systems has been expanding to ever newer fields. Increasingly, these systems are being used in modeling of human aesthetics and creativity, e.g. how humans create…

Computer Vision and Pattern Recognition · Computer Science 2019-09-17 Vanessa Utz , Steve DiPaola

We present a system, TransProse, that automatically generates musical pieces from text. TransProse uses known relations between elements of music such as tempo and scale, and the emotions they evoke. Further, it uses a novel mechanism to…

Computation and Language · Computer Science 2014-03-11 Hannah Davis , Saif M. Mohammad

Deep Learning models have shown very promising results in automatically composing polyphonic music pieces. However, it is very hard to control such models in order to guide the compositions towards a desired goal. We are interested in…

Machine Learning · Computer Science 2021-03-11 Lucas N. Ferreira , Jim Whitehead

Increasingly, more software services have been published onto the Internet, making it a big challenge to recommend services in the process of a scientific workflow composition. In this paper, a novel context-aware approach is proposed to…

Software Engineering · Computer Science 2024-04-02 Xihao Xie , Jia Zhang , Rahul Ramachandran , Tsengdar J. Lee , Seungwon Lee

In music production, the role of the mix engineer is to take recorded music and convey the expressed emotions as professionally sounding as possible. We investigated the relationship between music production quality and musically induced…

Image and Video Processing · Electrical Eng. & Systems 2018-03-30 David Ronan , Joshua D. Reiss , Hatice Gunes

Creative thought is conventionally believed to involve searching memory and generating multiple independent candidate ideas followed by selection and refinement of the most promising. Honing theory, which grew out of the quantum approach to…

Neurons and Cognition · Quantitative Biology 2019-12-02 Victoria S. Scotney , Jasmine Schwartz , Nicole Carbert , Adam Saab , Liane Gabora

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…

Human-Computer Interaction · Computer Science 2025-12-03 David Stammer , Hannah Strauss , Peter Knees

This paper proposes a theory of creativity, referred to as honing theory, which posits that creativity fuels the process by which culture evolves through communal exchange amongst minds that are self-organizing, self-maintaining, and…

Neurons and Cognition · Quantitative Biology 2019-07-17 Liane Gabora

Musicians produce individualized, expressive performances by manipulating parameters such as dynamics, tempo and articulation. This manipulation of expressive parameters is informed by elements of score information such as pitch, meter, and…

Sound · Computer Science 2019-06-18 Zhengshan Shi , Carlos Cancino-Chacón , Gerhard Widmer

Assessing human creativity through visual outputs, such as drawings, plays a critical role in fields including psychology, education, and cognitive science. However, current assessment practices still rely heavily on expert-based subjective…

Computer Vision and Pattern Recognition · Computer Science 2025-11-21 Zihao Lin , Zhenshan Shi , Sasa Zhao , Hanwei Zhu , Lingyu Zhu , Baoliang Chen , Lei Mo

Music composition has long been recognized as a significant art form. However, existing digital audio workstations and music production software often present high entry barriers for users lacking formal musical training. To address this,…

Human-Computer Interaction · Computer Science 2025-02-24 Hongxi Pu , Futian Jiang , Zihao Chen , Xingyue Song

This chapter begins with an investigation into experiences of depression, alienation, and self-abuse amongst the highly creative. After this journey to the dark side, it may be uplifting to see that Mother Nature may have a few tricks up…

Neurons and Cognition · Quantitative Biology 2013-10-14 Liane Gabora , Nancy Holmes

Live music making can be understood as an enactive process, whereby musical experiences are created through human action. This suggests that musical worlds coevolve with their agents through repeated sensorimotor interactions with the…

Human-Computer Interaction · Computer Science 2020-12-03 Lauren Hayes

A longstanding question in cognitive science concerns the learning mechanisms underlying compositionality in human cognition. Humans can infer the structured relationships (e.g., grammatical rules) implicit in their sensory observations…

Machine Learning · Computer Science 2021-05-20 Jacob Russin , Roland Fernandez , Hamid Palangi , Eric Rosen , Nebojsa Jojic , Paul Smolensky , Jianfeng Gao
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