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Reports that communication and behavioral issues contribute to inadequately performing software teams have fuelled a wealth of research aimed at understanding the human processes employed during software development. The increasing level of…

Software Engineering · Computer Science 2021-05-25 Sherlock A. Licorish , Stephen G. MacDonell

Music is used to convey emotions, and thus generating emotional music is important in automatic music generation. Previous work on emotional music generation directly uses annotated emotion labels as control signals, which suffers from…

Sound · Computer Science 2023-07-06 Chenfei Kang , Peiling Lu , Botao Yu , Xu Tan , Wei Ye , Shikun Zhang , Jiang Bian

Many machine learning algorithms represent input data with vector embeddings or discrete codes. When inputs exhibit compositional structure (e.g. objects built from parts or procedures from subroutines), it is natural to ask whether this…

Machine Learning · Computer Science 2019-04-09 Jacob Andreas

Context: Interest in software engineering (SE) methodologies and tools has been complemented in recent years by research efforts oriented towards understanding the human processes involved in software development. This shift has been…

Software Engineering · Computer Science 2021-06-22 Sherlock A. Licorish , Stephen G. MacDonell

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…

Neural and Evolutionary Computing · Computer Science 2024-06-11 Justin Kilb , Caroline Ellis

The goal of music highlight extraction is to get a short consecutive segment of a piece of music that provides an effective representation of the whole piece. In a previous work, we introduced an attention-based convolutional recurrent…

Audio and Speech Processing · Electrical Eng. & Systems 2018-09-27 Yu-Siang Huang , Szu-Yu Chou , Yi-Hsuan Yang

Symbolic Music Emotion Recognition(SMER) is to predict music emotion from symbolic data, such as MIDI and MusicXML. Previous work mainly focused on learning better representation via (mask) language model pre-training but ignored the…

Sound · Computer Science 2022-01-19 Jibao Qiu , C. L. Philip Chen , Tong Zhang

Despite significant advancements in music generation systems, the methodologies for evaluating generated music have not progressed as expected due to the complex nature of music, with aspects such as structure, coherence, creativity, and…

Sound · Computer Science 2025-09-03 Faria Binte Kader , Santu Karmaker

The new formulas, which determine sign and amplitude of utilitarian emotions, are proposed on the basis of the information theory of emotions. In area of perception of musical chords the force of emotions depends on the relative pitch of…

Sound · Computer Science 2009-09-01 Vadim R. Madgazin

This paper provides a framework for evaluating creativity in co-creative systems: those that involve computer programs collaborating with human users on creative tasks. We situate co-creative systems within a broader context of…

Artificial Intelligence · Computer Science 2018-07-27 Pegah Karimi , Kazjon Grace , Mary Lou Maher , Nicholas Davis

Music evokes profound emotions, yet the universality of emotional descriptors across languages remains debated. A key challenge in cross-cultural research on music emotion is biased stimulus selection and manual curation of taxonomies,…

Computation and Language · Computer Science 2025-02-14 Elif Celen , Pol van Rijn , Harin Lee , Nori Jacoby

Emotion recognition is a complex task due to the inherent subjectivity in both the perception and production of emotions. The subjectivity of emotions poses significant challenges in developing accurate and robust computational models. This…

Machine Learning · Computer Science 2023-09-08 Mimansa Jaiswal

Although capable of generating creative text, Large Language Models (LLMs) are poor judges of what constitutes "creativity". In this work, we show that we can leverage this knowledge of how to write creatively in order to better judge what…

Computation and Language · Computer Science 2024-12-10 Matthew Lyle Olson , Neale Ratzlaff , Musashi Hinck , Shao-yen Tseng , Vasudev Lal

In this paper we explore techniques for generating new music using a Variational Autoencoder (VAE) neural network that was trained on a corpus of specific style. Instead of randomly sampling the latent states of the network to produce free…

Sound · Computer Science 2019-06-24 Shlomo Dubnov

Creativity is essential in engineering education, enabling students to develop innovative and practical solutions. However, assessing creativity remains challenging due to a lack of reliable, domain-specific tools. Traditional assessments…

Other Statistics · Statistics 2025-04-18 Zeynep G Akdemir-Beveridge , Arash Zaghi , Connie Syharat

Creativity of generative AI models has been a subject of scientific debate in the last years, without a conclusive answer. In this paper, we study creativity from a practical perspective and introduce quantitative measures that help the…

Computer Vision and Pattern Recognition · Computer Science 2025-05-09 Aditi Ramaswamy , Hana Chockler , Melane Navaratnarajah

Assessing artistic creativity has long challenged researchers, with traditional methods proving time-consuming. Recent studies have applied machine learning to evaluate creativity in drawings, but not paintings. Our research addresses this…

Computer Vision and Pattern Recognition · Computer Science 2025-01-03 Zhehan Zhang , Meihua Qian , Li Luo , Qianyi Gao , Xianyong Wang , Ripon Saha , Xinxin Song

Empirical research in creative design deepens our theoretical understanding of design principles and perceptual effects, offering valuable guidance for innovating creation tools. However, how these empirical insights currently influence the…

Human-Computer Interaction · Computer Science 2025-07-22 Leixian Shen , Leni Yang , Haotian Li , Yun Wang , Yuyu Luo , Huamin Qu

We propose a system for rendering a symbolic piano performance with flexible musical expression. It is necessary to actively control musical expression for creating a new music performance that conveys various emotions or nuances. However,…

Sound · Computer Science 2022-09-07 Seungyeon Rhyu , Sarah Kim , Kyogu Lee

Both images and music can convey rich semantics and are widely used to induce specific emotions. Matching images and music with similar emotions might help to make emotion perceptions more vivid and stronger. Existing emotion-based image…

Computer Vision and Pattern Recognition · Computer Science 2020-09-14 Sicheng Zhao , Yaxian Li , Xingxu Yao , Weizhi Nie , Pengfei Xu , Jufeng Yang , Kurt Keutzer
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