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Creative design is a nonlinear process where designers generate diverse ideas in the pursuit of an open-ended goal and converge towards consensus through iterative remixing. In contrast, AI-powered design tools often employ a linear…

Human-Computer Interaction · Computer Science 2024-10-10 Jiayi Zhou , Renzhong Li , Junxiu Tang , Tan Tang , Haotian Li , Weiwei Cui , Yingcai Wu

While many tools are available for designing AI, non-experts still face challenges in clearly expressing their intent and managing system complexity. We introduce AIAP, a no-code platform that integrates natural language input with visual…

Human-Computer Interaction · Computer Science 2025-08-05 Hyunjn An , Yongwon Kim , Wonduk Seo , Joonil Park , Daye Kang , Changhoon Oh , Dokyun Kim , Seunghyun Lee

The engineering design process often demands expertise from multiple domains, leading to complex collaborations and iterative refinements. Traditional methods can be resource-intensive and prone to inefficiencies. To address this, we…

Artificial Intelligence · Computer Science 2026-01-01 Varun Kumar , George Em Karniadakis

As Artificial Intelligence (AI) technologies continue to evolve, the gap between academic AI education and real-world industry challenges remains an important area of investigation. This study provides preliminary insights into challenges…

Computers and Society · Computer Science 2025-05-07 Mahir Akgun , Hadi Hosseini

There is a growing need to understand how digital systems can support clinical decision-making, particularly as artificial intelligence (AI) models become increasingly complex and less human-interpretable. This complexity raises concerns…

In this paper, we introduce the problem of denoting and deriving the complexity of workflows (plans, schedules) in collaborative, planner-assisted settings where humans and agents are trying to jointly solve a task. The interactions -- and…

Artificial Intelligence · Computer Science 2017-09-15 Kartik Talamadupula , Biplav Srivastava , Jeffrey O. Kephart

This empirical study serves as a primer for interested service providers to determine if and how Large Language Models (LLMs) technology will be integrated for their practitioners and the broader community. We investigate the mutual…

Human-Computer Interaction · Computer Science 2023-12-01 Qingxiao Zheng , Zhongwei Xu , Abhinav Choudhry , Yuting Chen , Yongming Li , Yun Huang

In-network computation represents a transformative approach to addressing the escalating demands of Artificial Intelligence (AI) workloads on network infrastructure. By leveraging the processing capabilities of network devices such as…

Networking and Internet Architecture · Computer Science 2025-08-19 Aleksandr Algazinov , Joydeep Chandra , Matt Laing

As generative AI systems are integrated into educational settings, students often encounter AI-generated output while working through learning tasks, either by requesting help or through integrated tools. Trust in AI can influence how…

Human-Computer Interaction · Computer Science 2026-04-16 Griffin Pitts , Neha Rani , Weedguet Mildort

Background: The construction, evolution and usage of complex artificial intelligence (AI) models demand expensive computational resources. While currently available high-performance computing environments support well this complexity, the…

Machine Learning · Computer Science 2023-05-31 Roger Creus Castanyer , Silverio Martínez-Fernández , Xavier Franch

To assist users in complex tasks, LLMs generate plans: step-by-step instructions towards a goal. While alignment methods aim to ensure LLM plans are helpful, they train (RLHF) or evaluate (ChatbotArena) on what users prefer, assuming this…

Artificial Intelligence (AI) is advancing at an unprecedented pace, with clear potential to enhance decision-making and productivity. Yet, the collaborative decision-making process between humans and AI remains underdeveloped, often falling…

Human-Computer Interaction · Computer Science 2025-04-10 Bowen Lou , Tian Lu , T. S. Raghu , Yingjie Zhang

Explainable AI (XAI) can greatly enhance user trust and satisfaction in AI-assisted decision-making processes. Recent findings suggest that a single explainer may not meet the diverse needs of multiple users in an AI system; indeed, even…

The rapid integration of Artificial Intelligence (AI) into organizational technology frameworks has transformed how organizations engage with AI-driven models, influencing both operational performance and strategic innovation. With the…

Software Engineering · Computer Science 2025-10-22 Johannes Schneider , Rene Abraham

Our ability to build autonomous agents that leverage Generative AI continues to increase by the day. As builders and users of such agents it is unclear what parameters we need to align on before the agents start performing tasks on our…

Artificial Intelligence · Computer Science 2024-04-09 Nitesh Goyal , Minsuk Chang , Michael Terry

Resolving team conflicts requires not only task-specific competence, but also social intelligence to find common ground and build consensus. As AI agents increasingly collaborate on complex work, they must develop coordination capabilities…

Recent technological advances, especially in the field of machine learning, provide astonishing progress on the road towards artificial general intelligence. However, tasks in current real-world business applications cannot yet be solved by…

Artificial Intelligence · Computer Science 2021-05-10 Dominik Dellermann , Adrian Calma , Nikolaus Lipusch , Thorsten Weber , Sascha Weigel , Philipp Ebel

AI models underpin data-centric applications from image and text processing to scientific discovery in biology, physics, and chemistry. Yet developing them remains heavily manual, requiring practitioners to design architectures, build…

Artificial Intelligence · Computer Science 2026-05-28 Ruiyi Zhang , Peijia Qin , Qi Cao , Li Zhang , Pengtao Xie

Knowledge transfer is fundamental to human collaboration and is therefore common in software engineering. Pair programming is a prominent instance. With the rise of AI coding assistants, developers now not only work with human partners but…

Software Engineering · Computer Science 2025-06-06 Alisa Welter , Niklas Schneider , Tobias Dick , Kallistos Weis , Christof Tinnes , Marvin Wyrich , Sven Apel

Machine learning (ML) models are increasingly being used in application domains that often involve working together with human experts. In this context, it can be advantageous to defer certain instances to a single human expert when they…

Artificial Intelligence · Computer Science 2022-06-17 Patrick Hemmer , Sebastian Schellhammer , Michael Vössing , Johannes Jakubik , Gerhard Satzger
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