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As the use of machine learning (ML) models in product development and data-driven decision-making processes became pervasive in many domains, people's focus on building a well-performing model has increasingly shifted to understanding how…

Human-Computer Interaction · Computer Science 2020-06-02 Sungsoo Ray Hong , Jessica Hullman , Enrico Bertini

Although explainable computational creativity seeks to create and sustain computational models of creativity that foster a collaboratively creative process through explainability, there remains little to no work in supporting designers when…

Human-Computer Interaction · Computer Science 2023-08-21 Michael Clemens

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

Interfaces for machine learning (ML), information and visualizations about models or data, can help practitioners build robust and responsible ML systems. Despite their benefits, recent studies of ML teams and our interviews with…

Human-Computer Interaction · Computer Science 2022-02-21 Alex Bäuerle , Ángel Alexander Cabrera , Fred Hohman , Megan Maher , David Koski , Xavier Suau , Titus Barik , Dominik Moritz

The rapid evolution of electronics, digital media, advanced materials, and other areas of technology, is opening up unprecedented opportunities for musical interface inventors and designers. The possibilities afforded by these new…

Human-Computer Interaction · Computer Science 2020-10-28 Ivan Poupyrev , Michael J. Lyons , Sidney Fels , Tina Blaine

The traditional user-centered design process can hardly keep up with the ever faster technical development and increasingly diverse user preferences. As a solution, we propose to augment the tried-and-tested approach of conducting user…

Human-Computer Interaction · Computer Science 2023-02-23 Florian Fischer , Arthur Fleig , Markus Klar , Viktorija Paneva , Jörg Müller

How should we evaluate the quality of generative models? Many existing metrics focus on a model's producibility, i.e. the quality and breadth of outputs it can generate. However, the actual value from using a generative model stems not just…

Machine Learning · Computer Science 2025-11-13 Keyon Vafa , Sarah Bentley , Jon Kleinberg , Sendhil Mullainathan

The experience and adoption of conversational search is tied to the accuracy and completeness of users' mental models -- their internal frameworks for understanding and predicting system behaviour. Thus, understanding these models can…

Human-Computer Interaction · Computer Science 2025-06-05 Chadha Degachi , Samuel Kernan Freire , Evangelos Niforatos , Gerd Kortuem

Human collaboration with systems within the Computational Creativity (CC) field is often restricted to shallow interactions, where the creative processes, of systems and humans alike, are carried out in isolation, without any (or little)…

Human-Computer Interaction · Computer Science 2022-05-13 Maria Teresa Llano , Mark d'Inverno , Matthew Yee-King , Jon McCormack , Alon Ilsar , Alison Pease , Simon Colton

Generative AI for the creation of images is becoming a staple in the toolkit of digital artists and visual designers. The interaction with these systems is mediated by \emph{prompting}, a process in which users write a short text to…

Computers and Society · Computer Science 2024-02-20 Maddalena Torricelli , Mauro Martino , Andrea Baronchelli , Luca Maria Aiello

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

Generative user interfaces (UIs) create new opportunities to adapt interfaces to individual users on demand, but personalization remains difficult because desirable UI properties are subjective, hard to articulate, and costly to infer from…

Machine Learning · Computer Science 2026-04-14 Yi-Hao Peng , Samarth Das , Jeffrey P. Bigham , Jason Wu

Unlike static and rigid user interfaces, generative and malleable user interfaces offer the potential to respond to diverse users' goals and tasks. However, current approaches primarily rely on generating code, making it difficult for…

Human-Computer Interaction · Computer Science 2025-03-07 Yining Cao , Peiling Jiang , Haijun Xia

Many people enjoy classical symphonic music. Its diverse instrumentation makes for a rich listening experience. This diversity adds to the conductor's expressive freedom to shape the sound according to their imagination. As a result, the…

Musical expressivity and coherence are indispensable in music composition and performance, while often neglected in modern AI generative models. In this work, we introduce a listening-based data-processing technique that captures the…

Sound · Computer Science 2025-03-18 Jingwei Liu

The development of large language models (LLMs) capable of following instructions and engaging in conversational interactions sparked increased interest in their utilization across various support tools. We investigate the utility of modern…

Human-Computer Interaction · Computer Science 2024-01-31 Tuhin Chakrabarty , Vishakh Padmakumar , Faeze Brahman , Smaranda Muresan

Co-creativity in music refers to two or more musicians or musical agents interacting with one another by composing or improvising music. However, this is a very subjective process and each musician has their own preference as to which…

Sound · Computer Science 2024-02-13 Vignesh Gokul , Chris Francis , Shlomo Dubnov

Human communication is often implicit, conveying tone, identity, and intent beyond literal meanings. While large language models have achieved strong performance on explicit tasks such as summarization and reasoning, their capacity for…

Computation and Language · Computer Science 2026-02-09 Joshua Tint , Som Sagar , Aditya Taparia , Kelly Raines , Bimsara Pathiraja , Caleb Liu , Ransalu Senanayake

Expressive writing is an established approach for stress management. Recently, information technologies, such as smartphones, have also been explored for expressive writing. Although mobile interfaces have the potential to support various…

Human-Computer Interaction · Computer Science 2025-09-22 Shunpei Norihama , Shixian Geng , Kakeru Miyazaki , Arissa J. Sato , Mari Hirano , Simo Hosio , Koji Yatani

Test-time interventions for language models can enhance factual accuracy, mitigate harmful outputs, and improve model efficiency without costly retraining. But despite a flood of new methods, different types of interventions are largely…