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Across academia, industry, and government, there is an increasing awareness that the measurement tasks involved in evaluating generative AI (GenAI) systems are especially difficult. We argue that these measurement tasks are highly…

The widespread diffusion of Artificial Intelligence (AI)-based systems offers many opportunities to contribute to the well-being of individuals and the advancement of economies and societies. This diffusion is, however, closely accompanied…

Computers and Society · Computer Science 2024-10-18 L. H. Nguyen , S. Lins , M. Renner , A. Sunyaev

In the era of extensive intersection between art and Artificial Intelligence (AI), such as image generation and fiction co-creation, AI for music remains relatively nascent, particularly in music understanding. This is evident in the…

Responsible AI design is increasingly seen as an imperative by both AI developers and AI compliance experts. One of the key tasks is envisioning AI technology uses and risks. Recent studies on the model and data cards reveal that AI…

Human-Computer Interaction · Computer Science 2024-07-18 Viviane Herdel , Sanja Šćepanović , Edyta Bogucka , Daniele Quercia

Multimodal Large Language Models (MLLMs) have made significant strides in visual understanding and generation tasks. However, generating interleaved image-text content remains a challenge, which requires integrated multimodal understanding…

Computer Vision and Pattern Recognition · Computer Science 2025-04-01 Pengfei Zhou , Xiaopeng Peng , Jiajun Song , Chuanhao Li , Zhaopan Xu , Yue Yang , Ziyao Guo , Hao Zhang , Yuqi Lin , Yefei He , Lirui Zhao , Shuo Liu , Tianhua Li , Yuxuan Xie , Xiaojun Chang , Yu Qiao , Wenqi Shao , Kaipeng Zhang

The rapid advancement of Generative AI (GenAI) relies heavily on the digital commons, a vast collection of free and open online content that is created, shared, and maintained by communities. However, this relationship is becoming…

We introduce Music Flamingo, a novel large audio-language model designed to advance music (including song) understanding in foundational audio models. While audio-language research has progressed rapidly, music remains challenging due to…

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

AI music generation is rapidly emerging in the creative industries, enabling intuitive music generation from textual descriptions. However, these systems pose risks in exploitation of copyrighted creations, raising ethical and legal…

Computation and Language · Computer Science 2025-09-25 Jinju Kim , Taehan Kim , Abdul Waheed , Jong Hwan , Rita Singh

Artificial intelligence (AI) systems impose substantial and growing environmental costs, yet transparency about these impacts has declined even as their deployment has accelerated. This paper makes three contributions. First, we collate…

Computers and Society · Computer Science 2026-03-03 Kai Ebert , Boris Gamazaychikov , Philipp Hacker , Sasha Luccioni

Machine learning (ML), artificial intelligence (AI) and other modern statistical methods are providing new opportunities to operationalize previously untapped and rapidly growing sources of data for patient benefit. Whilst there is a lot of…

Recent advancements in Artificial Intelligence (AI), particularly with Large Language Models (LLMs), have led to significant progress in narrow tasks such as image classification, language translation, coding, and writing. However, these…

Artificial Intelligence · Computer Science 2024-12-02 Daniel A. Dollinger , Michael Singleton

The rapid growth of open-source large language models (LLMs) has created a complex ecosystem of model inheritance and reuse. However, existing research has focused mainly on descriptive analyses of lineage evolution, with limited attention…

Social and Information Networks · Computer Science 2026-04-14 Xiaoting Wei , Lele Kang , Xuelian Pan , Jiannan Yang

At the current pace of technological advancements, Generative AI models, including both Large Language Models and Large Multi-modal Models, are becoming integral to the developer workspace. However, challenges emerge due to the 'black box'…

Software Engineering · Computer Science 2024-05-06 Gregorio Robles , Christoph Treude , Jesus M. Gonzalez-Barahona , Raula Gaikovina Kula

As AI systems increasingly shape decision making in creative design contexts, understanding how humans engage with these tools has become a critical challenge for interactive intelligent systems research. This paper contributes a challenge…

Human-Computer Interaction · Computer Science 2025-10-29 Sean P. Walton , Ben J. Evans , Alma A. M. Rahat , James Stovold , Jakub Vincalek

Human feedback on conversations with language language models (LLMs) is central to how these systems learn about the world, improve their capabilities, and are steered toward desirable and safe behaviors. However, this feedback is mostly…

Machine-generated music (MGM) has become a groundbreaking innovation with wide-ranging applications, such as music therapy, personalised editing, and creative inspiration within the music industry. However, the unregulated proliferation of…

Sound · Computer Science 2026-04-30 Yupei Li , Qiyang Sun , Hanqian Li , Lucia Specia , Björn W. Schuller

Since decades, the modelling of metadata has been core to the functioning of any academic library. Its importance has only enhanced with the increasing pervasiveness of Generative Artificial Intelligence (AI)-driven information activities…

Digital Libraries · Computer Science 2025-03-18 Mayukh Bagchi

Lyrics-to-melody generation is an interesting and challenging topic in AI music research field. Due to the difficulty of learning the correlations between lyrics and melody, previous methods suffer from low generation quality and lack of…

Sound · Computer Science 2023-06-06 Zhe Zhang , Yi Yu , Atsuhiro Takasu

Generative AI has been transforming the way we interact with technology and consume content. In the next decade, AI technology will reshape how we create audio content in various media, including music, theater, films, games, podcasts, and…

Sound · Computer Science 2024-11-25 Hao-Wen Dong
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