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To design with AI models, user experience (UX) designers must assess the fit between the model and user needs. Based on user research, they need to contextualize the model's behavior and potential failures within their product-specific data…

Machine Learning · Computer Science 2023-02-24 Steven Moore , Q. Vera Liao , Hariharan Subramonyam

The ability for a human to understand an Artificial Intelligence (AI) model's decision-making process is critical in enabling stakeholders to visualize model behavior, perform model debugging, promote trust in AI models, and assist in…

Machine Learning · Computer Science 2022-03-07 Yiwei Lyu , Paul Pu Liang , Zihao Deng , Ruslan Salakhutdinov , Louis-Philippe Morency

Large-scale text-to-music generation models have significantly enhanced music creation capabilities, offering unprecedented creative freedom. However, their ability to collaborate effectively with human musicians remains limited. In this…

Sound · Computer Science 2024-07-16 Yongyi Zang , Yixiao Zhang

Musical professionals who produce material for non-musical stakeholders often face communication challenges in the early ideation stage. Expressing musical ideas can be difficult, especially when domain-specific vocabulary is lacking. This…

Human-Computer Interaction · Computer Science 2023-03-03 Sebastian Löbbers , Mathieu Barthet , György Fazekas

Generative Artificial Intelligence (AI) tools are increasingly deployed across social media platforms, yet their implications for user behavior and experience remain understudied, particularly regarding two critical dimensions: (1) how AI…

Human-Computer Interaction · Computer Science 2025-06-18 Anders Giovanni Møller , Daniel M. Romero , David Jurgens , Luca Maria Aiello

This paper presents 3Description, an experimental human-AI collaborative approach for intuitive 3D modeling. 3Description aims to address accessibility and usability challenges in traditional 3D modeling by enabling non-professional…

Human-Computer Interaction · Computer Science 2025-06-30 Zhuodi Cai

The increasing use of Machine Learning (ML) in sensitive domains such as healthcare, finance, and public policy has raised concerns about the transparency of automated decisions. Explainable AI (XAI) addresses this by clarifying how models…

Artificial Intelligence · Computer Science 2026-02-13 Natalia Abarca , Andrés Carvallo , Claudia López Moncada , Felipe Bravo-Marquez

In recent years, AI-generated music has made significant progress, with several models performing well in multimodal and complex musical genres and scenes. While objective metrics can be used to evaluate generative music, they often lack…

Sound · Computer Science 2023-08-29 Zeyu Xiong , Weitao Wang , Jing Yu , Yue Lin , Ziyan Wang

Generative AI tools, such as ChatGPT and Midjourney, are transforming artistic creation as AI-art integration advances. However, Artificial Intelligence Generated Content (AIGC) tools face user experience challenges, necessitating a…

Human-Computer Interaction · Computer Science 2023-08-22 Hanjie Yu , Yan Dong , Qiong Wu

Chat-based prompts respond with verbose linear-sequential texts, making it difficult to explore and refine ambiguous intents, back up and reinterpret, or shift directions in creative AI-assisted design work. AI-Instruments instead embody…

Human-Computer Interaction · Computer Science 2025-02-27 Nathalie Riche , Anna Offenwanger , Frederic Gmeiner , David Brown , Hugo Romat , Michel Pahud , Nicolai Marquardt , Kori Inkpen , Ken Hinckley

Artificial intelligence systems are widely used by people with sensory disabilities, like loss of vision or hearing, to help perceive or navigate the world around them. This includes tasks like describing an image or object they cannot…

Human-Computer Interaction · Computer Science 2026-03-04 Shadab H. Choudhury

AI tools increasingly shape how we discover, make and experience music. While these tools can have the potential to empower creativity, they may fundamentally redefine relationships between stakeholders, to the benefit of some and the…

Music shapes the tone of videos, yet creators often struggle to find soundtracks that match their video's mood and narrative. Recent text-to-music models let creators generate music from text prompts, but our formative study (N=8) shows…

Human-Computer Interaction · Computer Science 2026-02-05 Mina Huh , C. Ailie Fraser , Dingzeyu Li , Mira Dontcheva , Bryan Wang

Device-guided music transfer adapts playback across unseen devices for users who lack them. Existing methods mainly focus on modifying the timbre, rhythm, harmony, or instrumentation to mimic genres or artists, overlooking the diverse…

Sound · Computer Science 2025-11-24 Manh Pham Hung , Changshuo Hu , Ting Dang , Dong Ma

Generative AI is radically changing the creative arts, by fundamentally transforming the way we create and interact with cultural artefacts. While offering unprecedented opportunities for artistic expression and commercialisation, this…

Artificial Intelligence · Computer Science 2025-03-25 Jacopo de Berardinis , Lorenzo Porcaro , Albert Meroño-Peñuela , Angelo Cangelosi , Tess Buckley

The emotional and structural experience of music remains a significant accessibility challenge for the deaf and hard of hearing community. This paper introduces MUSTEM (Multisensorial Emotional Translation), a novel system designed to…

Signal Processing · Electrical Eng. & Systems 2025-11-18 Paloma Sette , Maria Werneck , William Barbosa , Ana Loubacker

Mid-air ultrasound haptic technology can enhance user interaction and immersion in extended reality (XR) applications through contactless touch feedback. Yet, existing design tools for mid-air haptics primarily support creating tactile…

Human-Computer Interaction · Computer Science 2024-05-01 Kevin John , Yinan Li , Hasti Seifi

Explainable Artificial Intelligence (XAI) aims to make machine learning models transparent and trustworthy, yet most current approaches communicate explanations visually or through text. This paper introduces an information theoretic…

Human-Computer Interaction · Computer Science 2026-02-10 Mona Rajhans , Vishal Khawarey

Transformers have made significant strides across various artificial intelligence domains, including natural language processing, computer vision, and audio processing. This success has naturally garnered considerable interest from both…

Image and Video Processing · Electrical Eng. & Systems 2024-08-12 Elyas Rashno , Amir Eskandari , Aman Anand , Farhana Zulkernine

Although current text-guided music generation technology can cope with simple creative scenarios, achieving fine-grained control over individual text-modality conditions remains challenging as user demands become more intricate.…

Sound · Computer Science 2024-08-12 Jialing Zou , Jiahao Mei , Xudong Nan , Jinghua Li , Daoguo Dong , Liang He