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Robotic agents performing domestic chores by natural language directives are required to master the complex job of navigating environment and interacting with objects in the environments. The tasks given to the agents are often composite…

Robotics · Computer Science 2024-03-14 Suvaansh Bhambri , Byeonghwi Kim , Jonghyun Choi

Effective music mixing requires technical and creative finesse, but clear communication with the client is crucial. The mixing engineer must grasp the client's expectations, and preferences, and collaborate to achieve the desired sound. The…

Human-Computer Interaction · Computer Science 2023-10-02 Soumya Sai Vanka , Maryam Safi , Jean-Baptiste Rolland , György Fazekas

This paper explores the integration of visual communication and musical interaction by implementing a robotic camera within a "Guided Harmony" musical game. We aim to examine co-creative behaviors between human musicians and robotic…

Human-Computer Interaction · Computer Science 2024-10-29 Ross Greer , Laura Fleig , Shlomo Dubnov

Beat tracking in musical performance MIDI is a challenging and important task for notation-level music transcription and rhythmical analysis, yet existing methods primarily focus on audio-based approaches. This paper proposes an end-to-end…

Sound · Computer Science 2025-07-02 Sebastian Murgul , Michael Heizmann

Text-to-music models have revolutionized the creative landscape, offering new possibilities for music creation. Yet their integration into musicians workflows remains underexplored. This paper presents a case study on how TTM models impact…

Audio and Speech Processing · Electrical Eng. & Systems 2025-09-30 Francesca Ronchini , Luca Comanducci , Simone Marcucci , Fabio Antonacci

Recent advances in music generation produce impressive samples, however, practical creation still lacks two key capabilities: composer-style structural editing and minute-scale coherence. We present MusicWeaver, a framework for generating…

Sound · Computer Science 2026-01-30 Xuanchen Wang , Heng Wang , Weidong Cai

Machine generation of symbolic music and digital audio are hot topics but there have been relatively few digital musical instruments that integrate generative AI. Present musical AI tools are not artist centred and do not support…

Sound · Computer Science 2026-04-28 Charles Patrick Martin

Automated code instrumentation, i.e. the insertion of measurement hooks into a target application by the compiler, is an established technique for collecting reliable, fine-grained performance data. The set of functions to instrument has to…

Performance · Computer Science 2023-03-21 Sebastian Kreutzer , Christian Iwainsky , Marta Garcia-Gasulla , Victor Lopez , Christian Bischof

Synthesizers are powerful tools that allow musicians to create dynamic and original sounds. Existing commercial interfaces for synthesizers typically require musicians to interact with complex low-level parameters or to manage large…

Human-Computer Interaction · Computer Science 2024-02-22 Stephen Brade , Bryan Wang , Mauricio Sousa , Gregory Lee Newsome , Sageev Oore , Tovi Grossman

Music mixing involves combining individual tracks into a cohesive mixture, a task characterized by subjectivity where multiple valid solutions exist for the same input. Existing automatic mixing systems treat this task as a deterministic…

Audio and Speech Processing · Electrical Eng. & Systems 2025-11-12 Eloi Moliner , Marco A. Martínez-Ramírez , Junghyun Koo , Wei-Hsiang Liao , Kin Wai Cheuk , Joan Serrà , Vesa Välimäki , Yuki Mitsufuji

Existing generative models, such as diffusion and auto-regressive networks, are inherently static, relying on a fixed set of pretrained parameters to handle all inputs. In contrast, humans flexibly adapt their internal generative…

Computer Vision and Pattern Recognition · Computer Science 2026-03-31 Minh-Tuan Tran , Xuan-May Le , Quan Hung Tran , Mehrtash Harandi , Dinh Phung , Trung Le

Modern keyboards allow a musician to play multiple instruments at the same time by assigning zones -- fixed pitch ranges of the keyboard -- to different instruments. In this paper, we aim to further extend this idea and examine the…

Sound · Computer Science 2021-10-22 Hao-Wen Dong , Chris Donahue , Taylor Berg-Kirkpatrick , Julian McAuley

Music editing primarily entails the modification of instrument tracks or remixing in the whole, which offers a novel reinterpretation of the original piece through a series of operations. These music processing methods hold immense…

Sound · Computer Science 2023-12-13 Bing Han , Junyu Dai , Weituo Hao , Xinyan He , Dong Guo , Jitong Chen , Yuxuan Wang , Yanmin Qian , Xuchen Song

Reverse engineering of music mixes aims to uncover how dry source signals are processed and combined to produce a final mix. We extend the prior works to reflect the compositional nature of mixing and search for a graph of audio processors.…

In the task of generating music, the art factor plays a big role and is a great challenge for AI. Previous work involving adversarial training to produce new music pieces and modeling the compatibility of variety in music (beats, tempo,…

Sound · Computer Science 2023-01-09 Abhinav Kaushal Keshari

In this work, we implement music production for silent film clips using LLM-driven method. Given the strong professional demands of film music production, we propose the FilmComposer, simulating the actual workflows of professional…

Computer Vision and Pattern Recognition · Computer Science 2025-03-12 Zhifeng Xie , Qile He , Youjia Zhu , Qiwei He , Mengtian Li

Music composition represents the creative side of humanity, and itself is a complex task that requires abilities to understand and generate information with long dependency and harmony constraints. While demonstrating impressive…

Music mixing traditionally involves recording instruments in the form of clean, individual tracks and blending them into a final mixture using audio effects and expert knowledge (e.g., a mixing engineer). The automation of music production…

Audio and Speech Processing · Electrical Eng. & Systems 2022-08-30 Marco A. Martínez-Ramírez , Wei-Hsiang Liao , Giorgio Fabbro , Stefan Uhlich , Chihiro Nagashima , Yuki Mitsufuji

While existing text-to-speech (TTS) models exhibit high expressiveness, fine-grained control over composite instructions remains challenging due to the structural mismatch between discrete textual intents and continuous acoustic…

Computer Vision and Pattern Recognition · Computer Science 2026-05-19 Bin Kang , Shaoguo Wen , Yang Fan , Shunlong Wu , Junjie Wang , Yulin Li , Junzhi Zhao , Junle Wang , Zhuotao Tian

We propose a visually conditioned music remixing system by incorporating deep visual and audio models. The method is based on a state of the art audio-visual source separation model which performs music instrument source separation with…

Sound · Computer Science 2020-10-29 Li-Chia Yang , Alexander Lerch