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Large language model (LLM)-based computer use agents execute user commands by interacting with available UI elements, but little is known about how users want to interact with these agents or what design factors matter for their user…

Human-Computer Interaction · Computer Science 2026-02-10 Ruijia Cheng , Jenny T. Liang , Eldon Schoop , Jeffrey Nichols

Effective feedback, including critique and evaluation, helps designers develop design concepts and refine their ideas, supporting informed decision-making throughout the iterative design process. However, in studio-based design courses,…

Human-Computer Interaction · Computer Science 2025-12-03 Hyunseung Lim , Dasom Choi , DaEun Choi , Sooyohn Nam , Hwajung Hong

This workshop proposal focuses on best practices in UI/UX design for AI applications aimed at children, emphasising safety, engagement, and ethics. It aims to address the challenge of measuring the safety, trustworthiness, and reliability…

Human-Computer Interaction · Computer Science 2024-04-23 Grazia Ragone , Paolo Buono , Rosa Lanzilotti

The field of AI research is advancing at an unprecedented pace, enabling automated hypothesis generation and experimental design across diverse domains such as biology, mathematics, and artificial intelligence. Despite these advancements,…

Machine Learning · Computer Science 2025-10-07 Yaowenqi Liu , Bingxu Meng , Rui Pan , Yuxing Liu , Jerry Huang , Jiaxuan You , Tong Zhang

Usability testing with experts and potential users can assess the effectiveness, efficiency, and user satisfaction of graphical user interfaces (GUIs) but doing so remains a costly and time-intensive process. Prior work has used computer…

Computation and Language · Computer Science 2026-04-30 Alice Gao , Weixi Tong , Rishab Vempati , Katharina Reinecke , R. Benjamin Shapiro , Tianyi Zhang , Jason Wu

Simulated user agents are increasingly used in usability testing to support fast, iterative UX workflows, as they generate rich data such as action logs and think-aloud reasoning, but the unstructured nature of this output often obscures…

Human-Computer Interaction · Computer Science 2026-01-23 Steffen Holter , Eunyee Koh , Mustafa Doga Dogan , Gromit Yeuk-Yin Chan

Generative AI models are increasingly being integrated into human task workflows, enabling the production of expressive content across a wide range of contexts. Unlike traditional human-AI design methods, the new approach to designing…

Human-Computer Interaction · Computer Science 2025-04-01 Hari Subramonyam , Divy Thakkar , Andrew Ku , Jürgen Dieber , Anoop Sinha

Prompt-based interfaces for Large Language Models (LLMs) have made prototyping and building AI-powered applications easier than ever before. However, identifying potential harms that may arise from AI applications remains a challenge,…

Human-Computer Interaction · Computer Science 2024-07-03 Zijie J. Wang , Chinmay Kulkarni , Lauren Wilcox , Michael Terry , Michael Madaio

Despite recent efforts by the Artificial Intelligence (AI) community to move towards standardised procedures for documenting models, methods, systems or datasets, there is currently no methodology focused on use cases aligned with the…

Computers and Society · Computer Science 2023-06-27 Isabelle Hupont , David Fernández-Llorca , Sandra Baldassarri , Emilia Gómez

Instructors play a pivotal role in integrating AI into education, yet their adoption of AI-powered tools remains inconsistent. Despite this, limited research explores how to design AI tools that support broader instructor adoption. This…

Human-Computer Interaction · Computer Science 2025-03-10 Si Chen , Reid Metoyer , Khiem Le , Adam Acunin , Izzy Molnar , Alex Ambrose , James Lang , Nitesh Chawla , Ronald Metoyer

In this paper, we present a review of the recent work in deep learning methods for user interface design. The survey encompasses well known deep learning techniques (deep neural networks, convolutional neural networks, recurrent neural…

Human-Computer Interaction · Computer Science 2023-03-24 Subtain Malik , Muhammad Tariq Saeed , Marya Jabeen Zia , Shahzad Rasool , Liaquat Ali Khan , Mian Ilyas Ahmed

Foundation model development attracts a rapidly expanding body of contributors, scientists, and applications. To help shape responsible development practices, we introduce the Foundation Model Development Cheatsheet: a growing collection of…

Many existing AI music generation tools rely on text prompts, complex interfaces, or instrument-like controls, which may require musical or technical knowledge that non-musicians do not possess. This paper introduces DeformTune, a prototype…

Human-Computer Interaction · Computer Science 2025-08-04 Ziqing Xu , Nick Bryan-Kinns

AI capabilities for document reader software are usually presented in separate chat interfaces. We explore integrating AI into document comments, a concept we formalize as AI margin notes. Three design parameters characterize this approach:…

Human-Computer Interaction · Computer Science 2026-01-27 Nikhita Joshi , Daniel Vogel

AI models are constantly evolving, with new versions released frequently. Human-AI interaction guidelines encourage notifying users about changes in model capabilities, ideally supported by thorough benchmarking. However, as AI systems…

Human-Computer Interaction · Computer Science 2025-03-05 Vikram Mohanty , Jude Lim , Kurt Luther

Motivations: Recent research has emerged on generally how to improve AI product user experiences, but relatively little is known about an AI product's inclusivity. For example, what kinds of users does it support well, and who does it leave…

Human-Computer Interaction · Computer Science 2024-02-20 Andrew Anderson , Jimena Noa Guevara , Fatima Moussaoui , Tianyi Li , Mihaela Vorvoreanu , Margaret Burnett

Existing Graphical User Interface (GUI) reasoning tasks remain challenging, particularly in UI understanding. Current methods typically rely on direct screen-based decision-making, which lacks interpretability and overlooks a comprehensive…

Artificial Intelligence · Computer Science 2026-04-09 Songze Li , Xiaoke Guo , Tianqi Liu , Biao Yi , Zhaoyan Gong , Zhiqiang Liu , Huajun Chen , Wen Zhang

As artificial intelligence (AI) continues to rapidly advance, there is a growing demand to integrate AI capabilities into existing business applications. However, a significant gap exists between the rapid progress in AI and how slowly AI…

Software Engineering · Computer Science 2024-09-11 Roy Abitbol , Eyal Cohen , Muhammad Kanaan , Bhavna Agrawal , Yingjie Li , Anuradha Bhamidipaty , Erez Bilgory

While there is significant interest in using generative AI tools as general-purpose models for specific ML applications, discriminative models are much more widely deployed currently. One of the key shortcomings of these discriminative AI…

Artificial Intelligence · Computer Science 2023-12-13 Son The Nguyen , Theja Tulabandhula , Mary Beth Watson-Manheim

As AI systems enter into a growing number of societal domains, these systems increasingly shape and are shaped by user preferences, opinions, and behaviors. However, the design of AI systems rarely accounts for how AI and users shape one…

Machine Learning · Computer Science 2024-04-19 Sarah Dean , Evan Dong , Meena Jagadeesan , Liu Leqi