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Artistic inspiration often emerges from language that is open to interpretation. This paper explores the use of AI-generated poetic lines as stimuli for creativity. Through analysis of two generative AI approaches--lines generated by Long…

Computation and Language · Computer Science 2025-06-17 Olga Vechtomova

Recent advancements in music generation have garnered significant attention, yet existing approaches face critical limitations. Some current generative models can only synthesize either the vocal track or the accompaniment track. While some…

Audio and Speech Processing · Electrical Eng. & Systems 2025-03-04 Ziqian Ning , Huakang Chen , Yuepeng Jiang , Chunbo Hao , Guobin Ma , Shuai Wang , Jixun Yao , Lei Xie

Diffusion models have shown promising results in cross-modal generation tasks, including text-to-image and text-to-audio generation. However, generating music, as a special type of audio, presents unique challenges due to limited…

Sound · Computer Science 2023-08-04 Ke Chen , Yusong Wu , Haohe Liu , Marianna Nezhurina , Taylor Berg-Kirkpatrick , Shlomo Dubnov

A new framework is presented for generating musical audio using autoencoder neural networks. With the presented framework, called network modulation synthesis, users can create synthesis architectures and use novel generative algorithms to…

Sound · Computer Science 2025-09-30 Jeremy Hyrkas

There has been a growing interest in the task of generating sound for silent videos, primarily because of its practicality in streamlining video post-production. However, existing methods for video-sound generation attempt to directly…

Multimedia · Computer Science 2024-04-04 Zhifeng Xie , Shengye Yu , Qile He , Mengtian Li

Systematic evaluation of speech separation and enhancement models under moving sound source conditions requires extensive and diverse data. However, real-world datasets often lack sufficient data for training and evaluation, and synthetic…

Sound · Computer Science 2025-03-07 Kai Li , Wendi Sang , Chang Zeng , Runxuan Yang , Guo Chen , Xiaolin Hu

Loops, seamlessly repeatable musical segments, are a cornerstone of modern music production. Contemporary artists often mix and match various sampled or pre-recorded loops based on musical criteria such as rhythm, harmony and timbral…

Sound · Computer Science 2021-05-24 Pritish Chandna , António Ramires , Xavier Serra , Emilia Gómez

Producing original and arranging existing musical outcomes is an art that takes years of learning and practice to master. Yet, despite the constant advances in the field of AI-powered musical creativity, production of quality musical…

Sound · Computer Science 2023-04-04 Ivan S. Maksymov

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,…

Programming Languages · Computer Science 2020-06-08 Bertrand Petit , Manuel Serrano

With rapid advances in generative artificial intelligence, the text-to-music synthesis task has emerged as a promising direction for music generation. Nevertheless, achieving precise control over multi-track generation remains an open…

Sound · Computer Science 2024-12-18 Yao Yao , Peike Li , Boyu Chen , Alex Wang

Journaling has long been recognized for fostering emotional awareness and self-reflection, and recent advancements in generative AI offer new opportunities to create personalized music that can enhance these practices. In this study, we…

Human-Computer Interaction · Computer Science 2025-06-03 Joonyoung Park , Hyewon Cho , Hyehyun Chu , Yeeun Lee , Hajin Lim

I reflect on my experience creating two music albums centered on state-of-the-art prompt-based AI music generation platforms. The first album explicitly poses the question: What happens when I collide my junk mail with these platforms? The…

Sound · Computer Science 2025-08-01 Bob L. T. Sturm

The recent rise in capabilities of AI-based music generation tools has created an upheaval in the music industry, necessitating the creation of accurate methods to detect such AI-generated content. This can be done using audio-based…

Hierarchical planning is a powerful approach to model long sequences structurally. Aside from considering hierarchies in the temporal structure of music, this paper explores an even more important aspect: concept hierarchy, which involves…

Sound · Computer Science 2025-07-01 Qi He , Gus Xia , Ziyu Wang

Drawing inspiration from the notion of cognitive incongruence associated with Stroop's famous experiment, from musical principles, and from the observation that music consumption on an individual basis is becoming increasingly ubiquitous,…

Audio and Speech Processing · Electrical Eng. & Systems 2018-11-19 Ishwarya Ananthabhotla , Joseph A. Paradiso

The use of language models for generating lyrics and poetry has received an increased interest in the last few years. They pose a unique challenge relative to standard natural language problems, as their ultimate purpose is reative, notions…

Artificial Intelligence · Computer Science 2018-11-13 Pablo Samuel Castro , Maria Attarian

The traditional songwriting process is rather complex and this is evident in the time it takes to produce lyrics that fit the genre and form comprehensive verses. Our project aims to simplify this process with deep learning techniques, thus…

Computation and Language · Computer Science 2024-09-24 Tracy Cai , Wilson Liang , Donte Townes

We introduce a novel technique for creative audio resynthesis that operates by reworking the concept of granular synthesis at the latent vector level. Our approach creates a "granular codebook" by encoding a source audio corpus into latent…

Sound · Computer Science 2025-07-28 Nao Tokui , Tom Baker

State-of-the-art visual generative AI tools hold immense potential to assist users in the early ideation stages of creative tasks -- offering the ability to generate (rather than search for) novel and unprecedented (instead of existing)…

Computer Vision and Pattern Recognition · Computer Science 2025-09-05 Evans Xu Han , Alice Qian Zhang , Haiyi Zhu , Hong Shen , Paul Pu Liang , Jane Hsieh

This study presents an exploratory evaluation of Music Generation Systems (MGS) within contemporary music production workflows by examining eight open-source systems. The evaluation framework combines technical insights with practical…

Audio and Speech Processing · Electrical Eng. & Systems 2025-07-03 Shayan Dadman , Bernt Arild Bremdal , Andreas Bergsland