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Music is used to convey emotions, and thus generating emotional music is important in automatic music generation. Previous work on emotional music generation directly uses annotated emotion labels as control signals, which suffers from…

Sound · Computer Science 2023-07-06 Chenfei Kang , Peiling Lu , Botao Yu , Xu Tan , Wei Ye , Shikun Zhang , Jiang Bian

Music scores are written representations of music and contain rich information about musical components. The visual information on music scores includes notes, rests, staff lines, clefs, dynamics, and articulations. This visual information…

Multimedia · Computer Science 2024-06-18 Yuheng Lin , Zheqi Dai , Qiuqiang Kong

One of the most intriguing debates regarding a novel task is the development of search engines and recommendation-based systems in the music industry. Studies have shown a drastic depression in the search engine fields, due to concerning…

Machine Learning · Computer Science 2023-08-09 Ishita Gopalakrishnan , Sanjjushri Varshini R , Ponshriharini V

We present DECORAIT; a decentralized registry through which content creators may assert their right to opt in or out of AI training as well as receive reward for their contributions. Generative AI (GenAI) enables images to be synthesized…

Cryptography and Security · Computer Science 2023-09-27 Kar Balan , Alex Black , Simon Jenni , Andrew Gilbert , Andy Parsons , John Collomosse

Music is characterized by aspects related to different modalities, such as the audio signal, the lyrics, or the music video clips. This has motivated the development of multimodal datasets and methods for Music Information Retrieval (MIR)…

Multimedia · Computer Science 2025-09-19 Jonas Geiger , Marta Moscati , Shah Nawaz , Markus Schedl

Visualizing the insights of the invisible music is able to bring listeners an enjoyable and immersive listening experience, and therefore has attracted much attention in the field of information visualization. Over the past decades, various…

Human-Computer Interaction · Computer Science 2023-08-29 Chuer Chen , Nan Cao , Jiani Hou , Yi Guo , Yulei Zhang , Yang Shi

Music-based reminiscence has the potential to positively impact the psychological well-being of older adults. However, the aging process and physiological changes, such as memory decline and limited verbal communication, may impede the…

Human-Computer Interaction · Computer Science 2024-03-05 Yucheng Jin , Wanling Cai , Li Chen , Yizhe Zhang , Gavin Doherty , Tonglin Jiang

The rapid proliferation of Generative AI necessitates rigorous documentation standards for transparency and governance. However, manual creation of Model and Data Cards is not scalable, while automated approaches lack large-scale,…

Artificial Intelligence · Computer Science 2026-04-28 Haoxuan Zhang , Ruochi Li , Yang Zhang , Zhenni Liang , Junhua Ding , Ting Xiao , Haihua Chen

Generative artificial intelligence (GenAI) offers various services to users through content creation, which is believed to be one of the most important components in future networks. However, training and deploying big artificial…

Networking and Internet Architecture · Computer Science 2024-01-04 Yuqing Tian , Zhaoyang Zhang , Yuzhi Yang , Zirui Chen , Zhaohui Yang , Richeng Jin , Tony Q. S. Quek , Kai-Kit Wong

In addition to traditional tasks such as prediction, classification and translation, deep learning is receiving growing attention as an approach for music generation, as witnessed by recent research groups such as Magenta at Google and CTRL…

Sound · Computer Science 2018-11-13 Jean-Pierre Briot , François Pachet

Video-to-music generation demands both a temporally localized high-quality listening experience and globally aligned video-acoustic signatures. While recent music generation models excel at the former through advanced audio codecs, the…

With the rise of artificial intelligence (AI), there has been increasing interest in human-AI co-creation in a variety of artistic domains including music as AI-driven systems are frequently able to generate human-competitive artifacts.…

Human-Computer Interaction · Computer Science 2025-04-22 Renaud Bougueng Tchemeube , Jeff Ens , Cale Plut , Philippe Pasquier , Maryam Safi , Yvan Grabit , Jean-Baptiste Rolland

Musical mode is one of the most critical element that establishes the framework of pitch organization and determines the harmonic relationships. Previous works often use the simplistic and rigid alignment method, and overlook the diversity…

Sound · Computer Science 2025-01-15 Qian Liang , Yi Zeng , Menghaoran Tang

Existing symbolic music generation methods usually utilize discriminator to improve the quality of generated music via global perception of music. However, considering the complexity of information in music, such as rhythm and melody, a…

Sound · Computer Science 2024-08-06 Zhedong Zhang , Liang Li , Jiehua Zhang , Zhenghui Hu , Hongkui Wang , Chenggang Yan , Jian Yang , Yuankai Qi

The rapid advancement of general-purpose AI models has increased concerns about copyright infringement in training data, yet current regulatory frameworks remain predominantly reactive rather than proactive. This paper examines the…

Computers and Society · Computer Science 2026-01-21 Mariia Kyrychenko , Mykyta Mudryi , Markiyan Chaklosh

This paper introduces four different artificial intelligence algorithms for music generation and aims to compare these methods not only based on the aesthetic quality of the generated music but also on their suitability for specific…

Sound · Computer Science 2025-04-04 Razvan Paroiu , Stefan Trausan-Matu

With the development of deep neural networks, automatic music composition has made great progress. Although emotional music can evoke listeners' different emotions and it is important for artistic expression, only few researches have…

Sound · Computer Science 2021-12-17 Kaitong Zheng , Ruijie Meng , Chengshi Zheng , Xiaodong Li , Jinqiu Sang , Juanjuan Cai , Jie Wang

Text to video generation has emerged as a critical frontier in generative artificial intelligence, yet existing approaches struggle with maintaining temporal consistency, compositional understanding, and fine grained control over visual…

Computer Vision and Pattern Recognition · Computer Science 2025-11-04 Piyushkumar Patel

Rapid advancements in artificial intelligence have significantly enhanced generative tasks involving music and images, employing both unimodal and multimodal approaches. This research develops a model capable of generating music that…

Sound · Computer Science 2024-09-13 Tanisha Hisariya , Huan Zhang , Jinhua Liang

Developing text-driven symbolic music generation models remains challenging due to the scarcity of aligned text-music datasets and the unreliability of automated captioning pipelines. While most efforts have focused on MIDI, sheet music…