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Mastering a musical instrument requires time-consuming practice even if students are guided by an expert. In the overwhelming majority of the time, the students practice by themselves and traditional teaching materials, such as videos or…

人机交互 · 计算机科学 2020-12-29 Karola Marky , Andreas Weiß , Julien Gedeon , Sebastian Günther

Traditionally, music was treated as an analogue signal and was generated manually. In recent years, music is conspicuous to technology which can generate a suite of music automatically without any human intervention. To accomplish this…

声音 · 计算机科学 2019-08-06 Sanidhya Mangal , Rahul Modak , Poorva Joshi

This project presents a deep learning approach to generate monophonic melodies based on input beats, allowing even amateurs to create their own music compositions. Three effective methods - LSTM with Full Attention, LSTM with Local…

声音 · 计算机科学 2023-07-11 Conghao Shen , Violet Z. Yao , Yixin Liu

Creating assembly products demands significant manual effort and expert knowledge in 1) designing the assembly and 2) constructing the product. This paper introduces Prompt-to-Product, an automated pipeline that generates real-world…

Although LEGO sets have entertained generations of children and adults, the challenge of designing customized builds matching the complexity of real-world or imagined scenes remains too great for the average enthusiast. In order to make…

计算机视觉与模式识别 · 计算机科学 2021-08-20 Kyle Lennon , Katharina Fransen , Alexander O'Brien , Yumeng Cao , Matthew Beveridge , Yamin Arefeen , Nikhil Singh , Iddo Drori

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…

We present a case study and an experience report on teaching engineering skills to young learners in the 7 to 10 years age group. Teaching engineering skills through a constructivist approach involving hands-on activities by designing and…

物理教育 · 物理学 2018-01-19 Vishnu Agrawal , Ashish Sureka

Dynamic systems have found their use in sound synthesis as well as score synthesis. These levels can be integrated in monolithic autonomous systems in a novel approach to algorithmic composition that shares certain aesthetic motivations…

声音 · 计算机科学 2021-10-14 Risto Holopainen

Spurred by the potential of deep learning, computational music generation has gained renewed academic interest. A crucial issue in music generation is that of user control, especially in scenarios where the music generation process is…

声音 · 计算机科学 2019-08-05 Stefan Lattner , Maarten Grachten

Artificial intelligence (AI) has been widely applied to music generation topics such as continuation, melody/harmony generation, genre transfer and music infilling application. Although with the burst interest to apply AI to music, there…

声音 · 计算机科学 2022-03-25 Rui Guo

Music generation with the aid of computers has been recently grabbed the attention of many scientists in the area of artificial intelligence. Deep learning techniques have evolved sequence production methods for this purpose. Yet, a…

神经与进化计算 · 计算机科学 2020-04-09 Majid Farzaneh , Rahil Mahdian Toroghi

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…

A model of music needs to have the ability to recall past details and have a clear, coherent understanding of musical structure. Detailed in the paper is a neural network architecture that predicts and generates polyphonic music aligned…

声音 · 计算机科学 2018-04-23 Nikhil Kotecha , Paul Young

Recent advances in generative AI music have resulted in new technologies that are being framed as co-creative tools for musicians with early work demonstrating their potential to add to music practice. While the field has seen many valuable…

人机交互 · 计算机科学 2025-02-14 Stephen James Krol , Maria Teresa Llano Rodriguez , Miguel Loor Paredes

With the recent developments in machine intelligence and web technologies, new generative music systems are being explored for assisted composition using machine learning techniques on the web. Such systems are built for various tasks such…

人机交互 · 计算机科学 2025-04-22 Renaud Bougueng Tchemeube , Jeff Ens , Philippe Pasquier

In this paper, we present an ongoing research project related to popularizing the mindset of building new digital musical instruments. We developed a physical kit and software intended to provide beginner users with the first grasp on the…

声音 · 计算机科学 2023-03-08 Filipe Calegario , João Tragtenberg , Giordano Cabral , Geber Ramalho

Making music with other people is a social activity as well as an artistic one. Music therapists take advantage of the social aspects of music to obtain benefits for the patients, interacting with them musically, but this activity requires…

多媒体 · 计算机科学 2022-09-01 Filippo Carnovalini , Antonio Rodà , Paolo Caneva

Deep generative models allow even novice composers to generate various melodies by sampling latent vectors. However, finding the desired melody is challenging since the latent space is unintuitive and high-dimensional. In this work, we…

声音 · 计算机科学 2020-10-08 Yijun Zhou , Yuki Koyama , Masataka Goto , Takeo Igarashi

This paper presents Skini, a programming methodology and an execution environment for interactive structured music. With this system, the composer programs his scores in the HipHop.js synchronous reactive language. They are then executed,…

编程语言 · 计算机科学 2020-06-08 Bertrand Petit , Manuel Serrano

This article describes and evaluates a new online AI-creativity course. The course is based around three near-state-of-the-art AI models combined into a pop song generating system. A fine-tuned GPT-2 model writes lyrics, Music-VAE composes…

计算机与社会 · 计算机科学 2023-06-21 Matthew Yee-king , Andrea Fiorucci , Mark d'Inverno