English
Related papers

Related papers: "Melatonin": A Case Study on AI-induced Musical St…

200 papers

Parallel to rapid advancements in foundation model research, the past few years have witnessed a surge in music AI applications. As AI-generated and AI-augmented music become increasingly mainstream, many researchers in the music AI…

Sound · Computer Science 2026-02-13 Megan Wei , Mateusz Modrzejewski , Aswin Sivaraman , Dorien Herremans

Many existing AI music generation tools rely on text prompts, complex interfaces, or instrument-like controls, which may require musical or technical knowledge that non-musicians do not possess. This paper introduces DeformTune, a prototype…

Human-Computer Interaction · Computer Science 2025-08-04 Ziqing Xu , Nick Bryan-Kinns

The current wave of deep learning (the hyper-vitamined return of artificial neural networks) applies not only to traditional statistical machine learning tasks: prediction and classification (e.g., for weather prediction and pattern…

Audio and Speech Processing · Electrical Eng. & Systems 2020-10-07 Jean-Pierre Briot

Automatic lyrics generation has received attention from both music and AI communities for years. Early rule-based approaches have~---due to increases in computational power and evolution in data-driven models---~mostly been replaced with…

Sound · Computer Science 2020-10-29 Yihao Chen , Alexander Lerch

One of the most intriguing debates regarding a novel task is the development of search engines and recommendation-based systems in the music industry. Studies have shown a drastic depression in the search engine fields, due to concerning…

Machine Learning · Computer Science 2023-08-09 Ishita Gopalakrishnan , Sanjjushri Varshini R , Ponshriharini V

This paper presents an integrative review and experimental validation of artificial intelligence (AI) agents applied to music analysis and education. We synthesize the historical evolution from rule-based models to contemporary approaches…

Artificial Intelligence · Computer Science 2025-11-19 Antonio Manuel Martínez-Heredia , Dolores Godrid Rodríguez , Andrés Ortiz García

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 paper introduces four different artificial intelligence algorithms for music generation and aims to compare these methods not only based on the aesthetic quality of the generated music but also on their suitability for specific…

Sound · Computer Science 2025-04-04 Razvan Paroiu , Stefan Trausan-Matu

The rise of "bedroom producers" has democratized music creation, while challenging producers to objectively evaluate their work. To address this, we present AI TrackMate, an LLM-based music chatbot designed to provide constructive feedback…

Sound · Computer Science 2024-12-10 Yi-Lin Jiang , Chia-Ho Hsiung , Yen-Tung Yeh , Lu-Rong Chen , Bo-Yu Chen

Music is a potent form of expression that can communicate, accentuate or even create the emotions of an individual or a collective. Both historically and in contemporary experiences, musical expression was and is commonly instrumentalized…

Information Retrieval · Computer Science 2024-11-12 Abhishek Kaushik , Kayla Rush

In recent years, the music research community has examined risks of AI models for music, with generative AI models in particular, raised concerns about copyright, deepfakes, and transparency. In our work, we raise concerns about cultural…

Computers and Society · Computer Science 2025-11-11 Atharva Mehta , Shivam Chauhan , Megha Sharma , Gus Xia , Kaustuv Kanti Ganguli , Nishanth Chandran , Zeerak Talat , Monojit Choudhury

Music Generation (MG) is an interesting research topic that links the art of music and Artificial Intelligence (AI). The goal is to train an artificial composer to generate infinite, fresh, and pleasurable musical pieces. Music has…

Sound · Computer Science 2020-04-10 Majid Farzaneh , Rahil Mahdian Toroghi

Artistic creation is often seen as a uniquely human endeavor, yet robots bring distinct advantages to music-making, such as precise tempo control, unpredictable rhythmic complexities, and the ability to coordinate intricate human and robot…

Robotics · Computer Science 2025-02-04 Isabella Pu , Jeff Snyder , Naomi Ehrich Leonard

As Artificial Intelligence (AI) technologies continue to evolve, their use in generating realistic, contextually appropriate content has expanded into various domains. Music, an art form and medium for entertainment, deeply rooted into…

Sound · Computer Science 2024-12-11 Yupei Li , Manuel Milling , Lucia Specia , Björn W. Schuller

Automated service composition as the process of creating new software in an automated fashion has been studied in many different ways over the last decade. However, the impact of automated service composition has been rather small as its…

Software Engineering · Computer Science 2018-09-05 Felix Mohr , Marcel Wever , Eyke Hüllermeier

In recent years, machine learning, and in particular generative adversarial neural networks (GANs) and attention-based neural networks (transformers), have been successfully used to compose and generate music, both melodies and polyphonic…

With the introduction of ChatGPT, the public's perception of AI-generated content (AIGC) has begun to reshape. Artificial intelligence has significantly reduced the barrier to entry for non-professionals in creative endeavors, enhancing the…

Sound · Computer Science 2023-11-21 Lei Wang , Ziyi Zhao , Hanwei Liu , Junwei Pang , Yi Qin , Qidi Wu

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…

Multimedia · Computer Science 2021-12-06 Zack Harris , Liam Atticus Clarke , Pietro Gagliano , Dante Camarena , Manal Siddiqui , Pablo S. Castro

Designed light is an established modality for live performance and music playback. Despite the growing availability of consumer smart lighting, the creation of designed light for music visualization remains limited to professional contexts…

Human-Computer Interaction · Computer Science 2026-02-10 Frederic Anthony Robinson , Vishnu Raj , David Cooper , Fan Du , David Gunawan

This paper is a survey and an analysis of different ways of using deep learning (deep artificial neural networks) to generate musical content. We propose a methodology based on five dimensions for our analysis: Objective - What musical…

Sound · Computer Science 2019-08-09 Jean-Pierre Briot , Gaëtan Hadjeres , François-David Pachet