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Related papers: The Rhythm In Anything: Audio-Prompted Drums Gener…

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Generating realistic drum audio directly from symbolic representations is a challenging task at the intersection of music perception and machine learning. We propose a system that transforms an expressive drum grid, a time-aligned MIDI…

Current methods for creating drum loop audio in digital music production, such as using one-shot samples or resampling, often demand non-trivial efforts of creators. While recent generative models achieve high fidelity and adhere to text,…

Creating a complex work of art like music necessitates profound creativity. With recent advancements in deep learning and powerful models such as transformers, there has been huge progress in automatic music generation. In an accompaniment…

Sound · Computer Science 2022-09-02 Rishabh Dahale , Vaibhav Talwadker , Preeti Rao , Prateek Verma

Generative artificial intelligence models can be a valuable aid to music composition and live performance, both to aid the professional musician and to help democratize the music creation process for hobbyists. Here we present a novel…

Sound · Computer Science 2022-09-22 Ignacio J. Tripodi

Presented is a method of generating a full drum kit part for a provided kick-drum sequence. A sequence to sequence neural network model used in natural language translation was adopted to encode multiple musical styles and an online survey…

Sound · Computer Science 2017-06-30 P. Hutchings

Collaboration is built on trust, and establishing trust with a creative Artificial Intelligence is difficult when the decision process or internal state driving its behaviour isn't exposed. When human musicians improvise together, a number…

Human-Computer Interaction · Computer Science 2019-02-19 Jon McCormack , Toby Gifford , Patrick Hutchings , Maria Teresa Llano Rodriguez , Matthew Yee-King , Mark d'Inverno

Automatic music generation with artificial intelligence typically requires a large amount of data which is hard to obtain for many less common genres and musical instruments. To tackle this issue, we present ongoing work and preliminary…

Sound · Computer Science 2023-01-04 Li Zhang , Chris Callison-Burch

Music is a form of expression that often requires interaction between players. If one wishes to interact in such a musical way with a computer, it is necessary for the machine to be able to interpret the input given by the human to find its…

Sound · Computer Science 2022-09-01 Filippo Carnovalini , Antonio Rodà

Most digital music tools emphasize precision and control, but often lack support for tactile, improvisational workflows grounded in environmental interaction. Lumia addresses this by enabling users to "compose through looking"--transforming…

Human-Computer Interaction · Computer Science 2025-12-22 Chung-Ta Huang , Connie Cheng , Vealy Lai

We present MaskBeat, a transformer-based approach for loopable drum pattern generation. Rather than predicting drum hits sequentially, our method uses bidirectional attention with iterative refinement, allowing instruments to be generated…

Sound · Computer Science 2025-07-08 Luca A. Lanzendörfer , Florian Grötschla , Karim Galal , Roger Wattenhofer

Large Language Model (LLM)-driven digital humans have sparked a series of recent studies on co-speech gesture generation systems. However, existing approaches struggle with real-time synthesis and long-text comprehension. This paper…

Graphics · Computer Science 2025-06-03 Yueqian Guo , Tianzhao Li , Xin Lyu , Jiehaolin Chen , Zhaohan Wang , Sirui Xiao , Yurun Chen , Yezi He , Helin Li , Fan Zhang

The MATRIX (Multipurpose Array of Tactile Rods for Interactive eXpression) is a new musical interface for amateurs and professionals alike. It gives users a 3- dimensional tangible interface to control music using their hands, and can be…

Human-Computer Interaction · Computer Science 2020-10-06 Dan Overholt

Conditional motion generation has been extensively studied in computer vision, yet two critical challenges remain. First, while masked autoregressive methods have recently outperformed diffusion-based approaches, existing masking models…

Computer Vision and Pattern Recognition · Computer Science 2025-03-13 Zeyu Zhang , Yiran Wang , Wei Mao , Danning Li , Rui Zhao , Biao Wu , Zirui Song , Bohan Zhuang , Ian Reid , Richard Hartley

Voice conversion aims to transform source speech into a different target voice. However, typical voice conversion systems do not account for rhythm, which is an important factor in the perception of speaker identity. To bridge this gap, we…

Audio and Speech Processing · Electrical Eng. & Systems 2023-07-13 Benjamin van Niekerk , Marc-André Carbonneau , Herman Kamper

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…

Sound · Computer Science 2019-08-05 Stefan Lattner , Maarten Grachten

While generative models for music composition are increasingly capable, their adoption by musicians is hindered by text-prompting, an asynchronous workflow disconnected from the embodied, responsive nature of instrumental performance. To…

Sound · Computer Science 2025-11-04 Louis Bradshaw , Alexander Spangher , Stella Biderman , Simon Colton

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…

Multimedia · Computer Science 2022-09-01 Filippo Carnovalini , Antonio Rodà , Paolo Caneva

In music creation, rapid prototyping is essential for exploring and refining ideas, yet existing generative tools often fall short when users require both structural control and stylistic flexibility. Prior approaches in stem-to-stem…

Sound · Computer Science 2026-01-06 Trey Brosnan

We present a computational assessment system that promotes the learning of basic rhythmic patterns. The system is capable of generating multiple rhythmic patterns with increasing complexity within various cycle lengths. For a generated…

Multimedia · Computer Science 2021-09-10 Noel Alben , Ranjani H. G

Humanoid robots have seen remarkable advances in dexterity, balance, and locomotion, yet their role in expressive domains such as music performance remains largely unexplored. Musical tasks, like drumming, present unique challenges,…

Robotics · Computer Science 2025-07-17 Asad Ali Shahid , Francesco Braghin , Loris Roveda
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