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The generation of musically coherent and aesthetically pleasing harmony remains a significant challenge in the field of algorithmic composition. This paper introduces an innovative Agentic AI-enabled Higher Harmony Music Generator, a…

Sound · Computer Science 2025-10-02 Nia D'Souza Ganapathy , Arul Selvamani Shaja

Music profoundly enhances video production by improving quality, engagement, and emotional resonance, sparking growing interest in video-to-music generation. Despite recent advances, existing approaches remain limited in specific scenarios…

Multimedia · Computer Science 2025-04-11 Xiaohao Liu , Teng Tu , Yunshan Ma , Tat-Seng Chua

Interactive streaming music generation promises the use of generative models for live performance and co-creation that is impossible with offline models. However, SOTA models exist in the discrete-AR regime, requiring industrial levels of…

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

Singing Accompaniment Generation (SAG) is the process of generating instrumental music for a given clean vocal input. However, existing SAG techniques use source-separated vocals as input and overfit to separation artifacts. This creates a…

Sound · Computer Science 2025-09-18 Junan Zhang , Yunjia Zhang , Xueyao Zhang , Zhizheng Wu

Music generation models can produce high-fidelity coherent accompaniment given complete audio input, but are limited to editing and loop-based workflows. We study real-time audio-to-audio accompaniment: as a model hears an input audio…

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

Manual sound design with a synthesizer is inherently iterative: an artist compares the synthesized output to a mental target, adjusts parameters, and repeats until satisfied. Iterative sound-matching automates this workflow by continually…

Sound · Computer Science 2025-10-10 Amir Salimi , Abram Hindle , Osmar R. Zaiane

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

Real-time music accompaniment generation has a wide range of applications in the music industry, such as music education and live performances. However, automatic real-time music accompaniment generation is still understudied and often…

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

We present a lightweight latent diffusion model for vocal-conditioned musical accompaniment generation that addresses critical limitations in existing music AI systems. Our approach introduces a novel soft alignment attention mechanism that…

Sound · Computer Science 2026-01-06 Hei Shing Cheung , Boya Zhang , Jonathan H. Chan

Artificial Intelligence and generative models have revolutionized music creation, with many models leveraging textual or visual prompts for guidance. However, existing image-to-music models are limited to simple images, lacking the…

Multimedia · Computer Science 2025-07-31 Ivan Rinaldi , Nicola Fanelli , Giovanna Castellano , Gennaro Vessio

Creating lyrics and melodies for the vocal track in a symbolic format, known as song composition, demands expert musical knowledge of melody, an advanced understanding of lyrics, and precise alignment between them. Despite achievements in…

Sound · Computer Science 2025-06-03 Shuangrui Ding , Zihan Liu , Xiaoyi Dong , Pan Zhang , Rui Qian , Junhao Huang , Conghui He , Dahua Lin , Jiaqi Wang

The world of audio production and design has long been a difficult one to break into, requiring expertise and a working knowledge of the standard digital audio paradigms. This paper describes a novel interface that makes audio production…

Human-Computer Interaction · Computer Science 2020-10-01 Alexander Scarlatos

An ideal music synthesizer should be both interactive and expressive, generating high-fidelity audio in realtime for arbitrary combinations of instruments and notes. Recent neural synthesizers have exhibited a tradeoff between…

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…

Sound · Computer Science 2022-03-25 Rui Guo

Music representation learning is central to music information retrieval and generation. While recent advances in multimodal learning have improved alignment between text and audio for tasks such as cross-modal music retrieval, text-to-music…

Controllable music generation plays a vital role in human-AI music co-creation. While Large Language Models (LLMs) have shown promise in generating high-quality music, their focus on autoregressive generation limits their utility in music…

Sound · Computer Science 2024-10-08 Liwei Lin , Gus Xia , Yixiao Zhang , Junyan Jiang

We introduce EgoSonics, a method to generate semantically meaningful and synchronized audio tracks conditioned on silent egocentric videos. Generating audio for silent egocentric videos could open new applications in virtual reality,…

Computer Vision and Pattern Recognition · Computer Science 2024-12-17 Aashish Rai , Srinath Sridhar