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Research exploring how to support decision-making has often used machine learning to automate or assist human decisions. We take an alternative approach for improving decision-making, using machine learning to help stakeholders surface ways…

人机交互 · 计算机科学 2023-02-24 Angie Zhang , Olympia Walker , Kaci Nguyen , Jiajun Dai , Anqing Chen , Min Kyung Lee

Thinking of technology as a design material is appealing. It encourages designers to explore the material's properties to understand its capabilities and limitations, a prerequisite to generative design thinking. However, as a material, AI…

人机交互 · 计算机科学 2021-05-07 Hariharan Subramonyam , Colleen Seifert , Eytan Adar

AI-based design tools are proliferating in professional software to assist engineering and industrial designers in complex manufacturing and design tasks. These tools take on more agentic roles than traditional computer-aided design tools…

人机交互 · 计算机科学 2023-03-02 Frederic Gmeiner , Humphrey Yang , Lining Yao , Kenneth Holstein , Nikolas Martelaro

Large language models (LLMs) are rapidly transforming knowledge work by improving the quality and efficiency of tasks such as writing, coding, and data analysis. However, their growing use in education has exposed a learning-performance…

Engineering models created in Model-Based Systems Engineering (MBSE) environments contain detailed information about system structure and behavior. However, they typically lack symbolic planning semantics such as preconditions, effects, and…

人工智能 · 计算机科学 2025-09-16 Hamied Nabizada , Lasse Beers , Alain Chahine , Felix Gehlhoff , Oliver Niggemann , Alexander Fay

AI-supported tools can help learners overcome challenges in programming education by providing adaptive assistance. However, existing research often focuses on individual tools rather than deriving broader design recommendations. A key…

人机交互 · 计算机科学 2025-03-04 Zihan Wu , Yicheng Tang , Barbara Ericson

Compound AI applications, composed from interactions between Large Language Models (LLMs), Machine Learning (ML) models, external tools and data sources are quickly becoming an integral workload in datacenters. Their diverse sub-components…

分布式、并行与集群计算 · 计算机科学 2026-04-14 Paramuth Samuthrsindh , Angel Cervantes , Varun Gohil , Gohar Irfan Chaudhry , Christina Delimitrou , Adam Belay

Mathematical modelling (MM) is a key competency for solving complex real-world problems, yet many students struggle with abstraction, representation, and iterative reasoning. Artificial intelligence (AI) has been proposed as a support for…

人机交互 · 计算机科学 2025-10-09 Wangda Zhu , Guang Chen , Yumeng Zhu , Lei Cai , Xiangen Hu

As AI systems become embedded in everyday practice, value misalignment has emerged as a pressing concern. Yet, dominant alignment approaches remain model centric, treating users as passive recipients of prespecified values rather than as…

Participatory machine learning (ML) encourages the inclusion of end users and people affected by ML systems in design and development processes. We interviewed 18 participation brokers -- individuals who facilitate such inclusion and…

人机交互 · 计算机科学 2024-07-31 Ned Cooper , Alex Zafiroglu

Public participation has become increasingly important in collaborative urban design; yet, existing processes often face challenges in achieving efficient and scalable citizen engagement. To address this gap, this study explores how large…

人机交互 · 计算机科学 2026-03-18 Zhaoxi Zhang , Ruolin Wu , Feiyang Ren , Sridevi Turaga , Tamir Mendel

Conventional automated decision-support systems often prioritize predictive accuracy, overlooking the complexities of real-world settings where stakeholders' preferences may diverge or conflict. This can lead to outcomes that disadvantage…

机器学习 · 计算机科学 2025-11-25 Vittoria Vineis , Giuseppe Perelli , Gabriele Tolomei

With the rapid adoption of AI tools in learning contexts, it is vital to understand how these systems shape users' reading processes and cognitive engagement. We collected and analyzed text from 124 sessions with AI tools, in which students…

人机交互 · 计算机科学 2025-04-22 Yue Fu , Alexis Hiniker

The widespread use of Artificial Intelligence-based tools in the healthcare sector raises many ethical and legal problems, one of the main reasons being their black-box nature and therefore the seemingly opacity and inscrutability of their…

Generative AI, such as image generation models and large language models, stands to provide tremendous value to end-user programmers in creative and knowledge workflows. Current research methods struggle to engage end-users in a realistic…

Effective collaboration between humans and AI-based systems requires effective modeling of the human in the loop, both in terms of the mental state as well as the physical capabilities of the latter. However, these models can also open up…

人工智能 · 计算机科学 2018-01-31 Tathagata Chakraborti , Subbarao Kambhampati

There is a growing consensus in HCI and AI research that the design of AI systems needs to engage and empower stakeholders who will be affected by AI. However, the manner in which stakeholders should participate in AI design is unclear.…

人工智能 · 计算机科学 2021-11-02 Fernando Delgado , Stephen Yang , Michael Madaio , Qian Yang

AI tools to support real world decision making must be able to build simulation models that inform their recommendations and render them interpretable. Tools that can automate aspects of modeling practice must complement human expertise,…

人工智能 · 计算机科学 2026-05-29 Sara Metcalf , William Schoenberg

Despite the widespread use of artificial intelligence (AI), designing user experiences (UX) for AI-powered systems remains challenging. UX designers face hurdles understanding AI technologies, such as pre-trained language models, as design…

人机交互 · 计算机科学 2023-02-22 Q. Vera Liao , Hariharan Subramonyam , Jennifer Wang , Jennifer Wortman Vaughan

Collaborative problem solving (CPS) is a fundamental practice in middle-school mathematics education; however, student groups frequently stall or struggle without ongoing teacher support. Recent work has explored how Generative AI tools can…

人机交互 · 计算机科学 2026-01-30 Wenhan Lyu , Yimeng Wang , Murong Yue , Yifan Sun , Jennifer Suh , Meredith Kier , Ziyu Yao , Yixuan Zhang
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