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This paper presents a deep reinforcement learning algorithm for online accompaniment generation, with potential for real-time interactive human-machine duet improvisation. Different from offline music generation and harmonization, online…

Machine Learning · Computer Science 2020-02-11 Nan Jiang , Sheng Jin , Zhiyao Duan , Changshui Zhang

Powered by recent advances in code-generating models, AI assistants like Github Copilot promise to change the face of programming forever. But what is this new face of programming? We present the first grounded theory analysis of how…

Human-Computer Interaction · Computer Science 2022-11-01 Shraddha Barke , Michael B. James , Nadia Polikarpova

Artificial intelligence (AI) is increasingly utilized in synthesizing visuals, texts, and audio. These AI-based works, often derived from neural networks, are entering the mainstream market, as digital paintings, songs, books, and others.…

Human-Computer Interaction · Computer Science 2023-03-21 Neo Christopher Chung

Large language models (LLMs) like GitHub Copilot and ChatGPT have emerged as powerful tools for code generation, significantly enhancing productivity and accelerating software development. However, existing benchmarks primarily focus on…

Software Engineering · Computer Science 2024-09-27 Yixi Wu , Pengfei He , Zehao Wang , Shaowei Wang , Yuan Tian , Tse-Hsun Chen

In recent years, AI-Generated Content (AIGC) has witnessed rapid advancements, facilitating the creation of music, images, and other artistic forms across a wide range of industries. However, current models for image- and video-to-music…

Sound · Computer Science 2024-11-26 Jiajun Li , Tianze Xu , Xuesong Chen , Xinrui Yao , Shuchang Liu

In the pursuit of fully autonomous robotic systems capable of taking over tasks traditionally performed by humans, the complexity of open-world environments poses a considerable challenge. Addressing this imperative, this study contributes…

We address the problem of human-in-the-loop control for generating prosody in the context of text-to-speech synthesis. Controlling prosody is challenging because existing generative models lack an efficient interface through which users can…

Audio and Speech Processing · Electrical Eng. & Systems 2024-04-17 Dan Andrei Iliescu , Devang Savita Ram Mohan , Tian Huey Teh , Zack Hodari

Songwriting is often driven by multimodal inspirations, such as imagery, narratives, or existing music, yet songwriters remain unsupported by current music AI systems in incorporating these multimodal inputs into their creative processes.…

Human-Computer Interaction · Computer Science 2025-02-17 Yewon Kim , Sung-Ju Lee , Chris Donahue

We introduce Composer's Assistant, a system for interactive human-computer composition in the REAPER digital audio workstation. We consider the task of multi-track MIDI infilling when arbitrary track-measures have been deleted from a…

Sound · Computer Science 2023-07-18 Martin E. Malandro

Recruitment interviews are cognitively demanding interactions in which interviewers must simultaneously listen, evaluate candidates, take notes, and formulate follow-up questions. To better understand these challenges, we conducted a…

Human-Computer Interaction · Computer Science 2026-02-25 Zhengtao Xu , Zimo Xia , Zicheng Zhu , Nattapat Boonprakong , Yu-An Chen , Rabih Zbib , Casimiro Pio Carrino , Yi-Chieh Lee

Creating high-quality sound effects from videos and text prompts requires precise alignment between visual and audio domains, both semantically and temporally, along with step-by-step guidance for professional audio generation. However,…

Sound · Computer Science 2025-03-31 Haomin Zhang , Sizhe Shan , Haoyu Wang , Zihao Chen , Xiulong Liu , Chaofan Ding , Xinhan Di

We present Lode Encoder, a gamified mixed-initiative level creation system for the classic platform-puzzle game Lode Runner. The system is built around several autoencoders which are trained on sets of Lode Runner levels. When fed with the…

Machine Learning · Computer Science 2023-08-03 Debosmita Bhaumik , Ahmed Khalifa , Julian Togelius

In this paper, we propose and investigate the use of neural audio codec language models for the automatic generation of sample-based musical instruments based on text or reference audio prompts. Our approach extends a generative audio…

Audio and Speech Processing · Electrical Eng. & Systems 2024-07-23 Shahan Nercessian , Johannes Imort , Ninon Devis , Frederik Blang

Large Language Models (LLM) have shown encouraging progress in multimodal understanding and generation tasks. However, how to design a human-aligned and interpretable melody composition system is still under-explored. To solve this problem,…

Sound · Computer Science 2024-03-08 Xia Liang , Xingjian Du , Jiaju Lin , Pei Zou , Yuan Wan , Bilei Zhu

Language models trained on large-scale corpora can generate remarkably fluent results in open-domain dialogue. However, for the persona-based dialogue generation task, consistency and coherence are also key factors, which are great…

Artificial Intelligence · Computer Science 2023-05-23 Junkai Zhou , Liang Pang , Huawei Shen , Xueqi Cheng

In this paper, we propose a new compositional tool that will generate a musical outline of speech recorded/provided by the user for use as a musical building block in their compositions. The tool allows any user to use their own speech to…

Sound · Computer Science 2021-08-03 Jason d'Eon , Sri Harsha Dumpala , Chandramouli Shama Sastry , Dani Oore , Sageev Oore

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

While both the data volume and heterogeneity of the digital music content is huge, it has become increasingly important and convenient to build a recommendation or search system to facilitate surfacing these content to the user or consumer…

Recent advances in machine learning have paved the way for the development of musical and entertainment robots. However, human-robot cooperative instrument playing remains a challenge, particularly due to the intricate motor coordination…

Robotics · Computer Science 2024-09-19 Huijiang Wang , Xiaoping Zhang , Fumiya Iida

With the rapid advancement of Large Language Models (LLMs), AI-driven music generation has become a vibrant and fruitful area of research. However, the representation of musical data remains a significant challenge. To address this, a…

Machine Learning · Computer Science 2025-09-16 Cheng-Yang Tsai , Tzu-Wei Huang , Shao-Yu Wei , Guan-Wei Chen , Hung-Ying Chu , Yu-Cheng Lin
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