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Generative AI (GAI) technologies are disrupting professional writing, challenging traditional practices. Recent studies explore GAI adoption experiences of creative practitioners, but we know little about how these experiences evolve into…

Human-Computer Interaction · Computer Science 2025-03-14 Rama Adithya Varanasi , Batia Mishan Wiesenfeld , Oded Nov

Widespread integration of Generative AI tools is transforming white-collar work, reshaping how workers define their roles, manage their tasks, and collaborate with peers. This has created a need to develop an overarching understanding of…

Human-Computer Interaction · Computer Science 2025-06-24 Matthew Law , Rama Adithya Varanasi

As generative AI (GenAI) systems become increasingly proficient at simulating human-like and well-reasoned text, users may attribute authority to AI outputs, shaping how they engage with writing and reasoning tasks. While prior work has…

Human-Computer Interaction · Computer Science 2026-05-18 Vitor H. A. Welzel , Nicholas Vincent

Generative artificial intelligence (GenAI) is increasingly used to support a wide range of human tasks, yet empirical evidence on its effect on creativity remains scattered. Can GenAI generate ideas that are creative? To what extent can it…

Human-Computer Interaction · Computer Science 2025-05-26 Niklas Holzner , Sebastian Maier , Stefan Feuerriegel

Generative AI (GenAI) is reshaping work, but adoption remains largely individual and experimental rather than coordinated into collaborative work. Whether GenAI can move from individual use to collaborative work is a critical question for…

Human-Computer Interaction · Computer Science 2026-01-27 Qing Xiao , Qing Hu , Jingjia Xiao , Hancheng Cao , Hong Shen

Generative AI is quickly becoming an integral part of people's everyday workflows. Early evidence has shown that while generative AI can increase individual-level productivity, it does so at the cost of collective diversity, potentially…

Human-Computer Interaction · Computer Science 2026-04-07 Nathanael Jo , Manish Raghavan

The advent of generative AI (GenAI) technology produces transformative impact on the content creation landscape, offering alternative approaches to produce diverse, high-quality content across media, thereby reshaping online ecosystems but…

Computer Science and Game Theory · Computer Science 2024-02-26 Fan Yao , Chuanhao Li , Denis Nekipelov , Hongning Wang , Haifeng Xu

While generative artificial intelligence (GenAI) is finding increased adoption in workplaces, current tools are primarily designed for individual use. Prior work established the potential for these tools to enhance personal creativity and…

Human-Computer Interaction · Computer Science 2026-02-25 Janet G. Johnson , Macarena Peralta , Mansanjam Kaur , Ruijie Sophia Huang , Sheng Zhao , Ruijia Guan , Shwetha Rajaram , Michael Nebeling

Studies of Generative AI (GenAI)-assisted creative workflows have focused on individuals overcoming challenges of prompting to produce what they envisioned. When designers work in teams, how do collaboration and prompting influence each…

Human-Computer Interaction · Computer Science 2025-09-29 Yuanning Han , Ziyi Qiu , Jiale Cheng , RAY LC

Generative Artificial Intelligence (GenAI) is transforming how firms create, process, and apply knowledge, yet little is known about the heterogeneity of its productivity effects across users. We report results from a randomized controlled…

Artificial Intelligence · Computer Science 2026-05-19 Lihi Idan , Bharat Anand

The rise of Generative AI (GenAI) is reshaping how workers contribute to shared projects. While workers can use GenAI to boost productivity or reduce effort, managers may use it to replace some workers entirely. We present a theoretical…

Computer Science and Game Theory · Computer Science 2025-08-29 Boaz Taitler , Omer Ben-Porat

This paper estimates the effect of Generative AI (GenAI) adoption on scientific productivity and quality in the social and behavioral sciences. Using matched author-level panel data and a difference-in-differences design, we find that GenAI…

General Economics · Economics 2025-10-06 Dragan Filimonovic , Christian Rutzer , Conny Wunsch

Generative AI (GenAI) use in research writing is growing fast. However, it is unclear how peer reviewers recognize or misjudge AI-augmented manuscripts. To investigate the impact of AI-augmented writing on peer reviews, we conducted a…

Computation and Language · Computer Science 2025-09-22 Hilda Hadan , Derrick Wang , Reza Hadi Mogavi , Joseph Tu , Leah Zhang-Kennedy , Lennart E. Nacke

This workshop paper presents a critical examination of the integration of Generative AI (Gen AI) into the academic writing process, focusing on the use of AI as a collaborative tool. It contrasts the performance and interaction of two AI…

Human-Computer Interaction · Computer Science 2024-04-26 Joseph Tu , Hilda Hadan , Derrick M. Wang , Sabrina A Sgandurra , Reza Hadi Mogavi , Lennart E. Nacke

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

We examined the effectiveness of various human-AI collaboration designs on creative work. Through a human subjects experiment set in the context of creative writing, we found that while AI assistance improved productivity across all models,…

Human-Computer Interaction · Computer Science 2025-01-31 Kartik Hosanagar , Daehwan Ahn

Generative artificial intelligence (GenAI) is increasingly embedded in computer-supported collaborative learning (CSCL), yet little empirical research has unpacked how different configurations of AI participation reshape collaborative…

Human-Computer Interaction · Computer Science 2026-03-16 Siyu Zha , Weijing Liu , Fei Qin , Jie Cao , Yanjin Wang , Yujia Liu , Kaiyi Zhang , Jiangtao Gong , Yingqing Xu

Generative AI (GenAI) is increasingly used in collaborative learning, yet its effects on how groups regulate collaboration remain unclear. Effective collaboration depends not only on what groups discuss, but on how they jointly manage…

Artificial Intelligence · Computer Science 2026-04-10 Yujing Zhang , Xianghui Meng , Shihui Feng , Jionghao Lin

Generative AI (GenAI) tools are rapidly transforming higher education, yet little is known about how students' GenAI literacy shapes their ability to perform independently once such support is removed. This study investigates what we term…

Human-Computer Interaction · Computer Science 2025-10-17 Yueqiao Jin , Kaixun Yang , Roberto Martinez-Maldonado , Dragan Gašević , Lixiang Yan

Organizations across various industries are still exploring the potential of Generative Artificial Intelligence (GenAI) to enhance knowledge work. While innovation is often viewed as a product of individual creativity, it more commonly…

Human-Computer Interaction · Computer Science 2025-05-30 Camille Grange , Theophile Demazure , Mickael Ringeval , Simon Bourdeau , Cedric Martineau
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