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This study investigates teachers design behaviors and cognitive underpinnings when designing multi-agent instructional workflows. Analyzing behavioral logs (N=61), cluster and Markov analyses identified three archetypes: Systematic…

Computers and Society · Computer Science 2026-05-15 Yimeng Sun , Haiyang Xin , Shuang Li , Qiannan Niu , Ching Sing Chai , Lingyun Huang , Gaowei Chen

AI assistance tools such as ChatGPT, Copilot, and Gemini have dramatically impacted the nature of software development in recent years. Numerous studies have studied the positive benefits that practitioners have achieved from using these…

Software Engineering · Computer Science 2024-06-26 Ze Shi Li , Nowshin Nawar Arony , Ahmed Musa Awon , Daniela Damian , Bowen Xu

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…

Artificial Intelligence · Computer Science 2018-01-31 Tathagata Chakraborti , Subbarao Kambhampati

Quantifying the workplace productivity effects of Generative Artificial Intelligence is now central to economics, management, and public policy. The deployment of AI tools in customer service, writing, software development, and consulting…

Computers and Society · Computer Science 2026-05-27 Silvia Bartolucci , Pierpaolo Vivo

As artificial intelligence (AI) becomes increasingly integrated into workflows, humans must decide when to rely on AI advice. These decisions depend on general efficacy beliefs, i.e., humans' confidence in their own abilities and their…

Human-Computer Interaction · Computer Science 2026-03-12 Philipp Spitzer , Joshua Holstein

Data cleaning is often framed as a technical preprocessing step, yet in practice it relies heavily on human judgment. We report results from a controlled survey study in which participants performed error detection, data repair and…

Databases · Computer Science 2026-03-26 Hazim AbdElazim , Shadman Islam , Mostafa Milani

Creative coding requires continuous translation between evolving concepts and computational artifacts, making reflection essential yet difficult to sustain. Creators often struggle to manage ambiguous intentions, emergent outputs, and…

Human-Computer Interaction · Computer Science 2026-01-27 Anqi Wang , Zhengyi Li , Lan Luo , Xin Tong , Pan Hui

As generative AI tools like ChatGPT become integral to everyday writing, critical questions arise about how to preserve writers' sense of agency and ownership when using these tools. Yet, a systematic understanding of how AI assistance…

Human-Computer Interaction · Computer Science 2025-08-19 Mohi Reza , Jeb Thomas-Mitchell , Peter Dushniku , Nathan Laundry , Joseph Jay Williams , Anastasia Kuzminykh

Concerns about how workers are perceived can deter effective collaboration with artificial intelligence (AI). In a field experiment on a large online labor market, I hired 450 U.S.-based remote workers to complete an image-categorization…

General Economics · Economics 2025-11-25 David Almog

As the capabilities of artificial intelligence (AI) continue to expand rapidly, Human-AI (HAI) Collaboration, combining human intellect and AI systems, has become pivotal for advancing problem-solving and decision-making processes. The…

Human-AI collaboration for decision-making strives to achieve team performance that exceeds the performance of humans or AI alone. However, many factors can impact success of Human-AI teams, including a user's domain expertise, mental…

We describe a shared control methodology that can, without knowledge of the task, be used to improve a human's control of a dynamic system, be used as a training mechanism, and be used in conjunction with Imitation Learning to generate…

Robotics · Computer Science 2019-05-28 Alexander Broad , Todd Murphey , Brenna Argall

The rapid development of artificial intelligence (AI) has fundamentally transformed creative work practices in the design industry. Existing studies have identified both opportunities and challenges for creative practitioners in their…

Human-Computer Interaction · Computer Science 2025-09-30 Nami Ogawa , Yuki Okafuji , Yuji Hatada , Jun Baba

Capture-the-Flag (CTF) competitions are increasingly becoming a testbed for evaluating AI capabilities at solving security tasks, due to the controlled environments and objective success criteria. Existing evaluations have focused on how…

Cryptography and Security · Computer Science 2026-02-25 Tingxuan Tang , Nicolas Janis , Kalyn Asher Montague , Kevin Eykholt , Dhilung Kirat , Youngja Park , Jiyong Jang , Adwait Nadkarni , Yue Xiao

Artificial intelligence (AI) systems rely heavily on human-generated data, yet the people behind that data are often overlooked. Human behavior can play a major role in AI training datasets, be it in limiting access to existing works or in…

General Economics · Economics 2025-06-05 Christian Peukert , Florian Abeillon , Jérémie Haese , Franziska Kaiser , Alexander Staub

An emerging body of research indicates that ineffective cross-functional collaboration -- the interdisciplinary work done by industry practitioners across roles -- represents a major barrier to addressing issues of fairness in AI design and…

Human-Computer Interaction · Computer Science 2023-06-13 Wesley Hanwen Deng , Nur Yildirim , Monica Chang , Motahhare Eslami , Ken Holstein , Michael Madaio

Background: The increasing adoption of AI assistants in programming has led to numerous studies exploring their benefits. While developers consistently report significant productivity gains from these tools, empirical measurements often…

Human-Computer Interaction · Computer Science 2025-01-07 Ebtesam Al Haque , Chris Brown , Thomas D. LaToza , Brittany Johnson

Managing one's digital footprint is overwhelming, as it spans multiple platforms and involves countless context-dependent decisions. Recent advances in agentic AI offer ways forward by enabling holistic, contextual privacy-enhancing…

Human-Computer Interaction · Computer Science 2026-02-12 Eryue Xu , Tianshi Li

Social robots hold promise for reducing job interview anxiety, yet designing agents that provide both psychological safety and instructional guidance remains challenging. Through a three-phase iterative design study (N = 8), we empirically…

Human-Computer Interaction · Computer Science 2026-01-19 Wanqi Zhang , Jiangen He , Marielle Santos

The growing popularity of AI writing assistants creates exciting opportunities to support diverse writers. This study examines how personality shapes expectations for AI writing companions and how personality-informed design can enhance…

Human-Computer Interaction · Computer Science 2026-05-05 Mengke Wu , Kexin Quan , Weizi Liu , Mike Yao , Jessie Chin