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Adults with ADHD often face challenges with task management, not due to a lack of willpower, but because of emotional and relational misalignments between cognitive needs and normative infrastructures. Existing productivity tools, designed…

Human-Computer Interaction · Computer Science 2026-04-22 Jingruo Chen , Yibo Meng , Kexin Nie

AI is now embedded in healthcare, finance, policy, and many other domains, yet genuine human-AI synergy - combined performance that exceeds what either party achieves alone - is uncommon. Meta-analyses show that AI assistance tends to…

Human-Computer Interaction · Computer Science 2026-05-22 Tommaso Turchi , Ben Wilson , Matt Roach , Alan Dix , Alessio Malizia

In AI-assisted decision-making, effective hybrid (human-AI) teamwork is not solely dependent on AI performance alone, but also on its impact on human decision-making. While prior work studies the effects of model accuracy on humans, we…

Human-Computer Interaction · Computer Science 2022-02-25 Andi Peng , Besmira Nushi , Emre Kiciman , Kori Inkpen , Ece Kamar

The acceleration of artificial intelligence (AI) in science is recognized and many scholars have begun to explore its role in interdisciplinary collaboration. However, the mechanisms and extent of this impact are still unclear. This study,…

Digital Libraries · Computer Science 2025-10-28 Naixuan Zhao , Chunli Wei , Xinyan Zhang , Jiang Li

For effective human-agent teaming, robots and other artificial intelligence (AI) agents must infer their human partner's abilities and behavioral response patterns and adapt accordingly. Most prior works make the unrealistic assumption that…

Robotics · Computer Science 2024-03-26 Manisha Natarajan , Chunyue Xue , Sanne van Waveren , Karen Feigh , Matthew Gombolay

This paper introduces System 0, a conceptual framework for understanding how artificial intelligence functions as a cognitive extension preceding both intuitive (System 1) and deliberative (System 2) thinking processes. As AI systems…

Human-Computer Interaction · Computer Science 2025-06-18 Massimo Chiriatti , Marianna Bergamaschi Ganapini , Enrico Panai , Brenda K. Wiederhold , Giuseppe Riva

A central challenge in AI-assisted decision making is achieving warranted, well-calibrated trust. Both overtrust (accepting incorrect AI recommendations) and undertrust (rejecting correct advice) should be prevented. Prior studies differ in…

Human-Computer Interaction · Computer Science 2026-03-06 Laura Spillner , Rachel Ringe , Robert Porzel , Rainer Malaka

Complementary collaboration between humans and AI is essential for human-AI decision making. One feasible approach to achieving it involves accounting for the calibrated confidence levels of both AI and users. However, this process would…

Human-Computer Interaction · Computer Science 2025-12-08 Jingshu Li , Yitian Yang , Q. Vera Liao , Junti Zhang , Yi-Chieh Lee

Despite impressive performance in many benchmark datasets, AI models can still make mistakes, especially among out-of-distribution examples. It remains an open question how such imperfect models can be used effectively in collaboration with…

Artificial Intelligence · Computer Science 2022-04-26 Vivian Lai , Samuel Carton , Rajat Bhatnagar , Q. Vera Liao , Yunfeng Zhang , Chenhao Tan

Generative AI is reshaping product design practices through "vibe coding," where product team members express intent in natural language and AI translates it into functional prototypes and code. Despite rapid adoption, little research has…

Human-Computer Interaction · Computer Science 2026-05-04 Jie Li , Youyang Hou , Laura Lin , Ruihao Zhu , Hancheng Cao , Abdallah El Ali

Generative Artificial Intelligence (AI) tools are rapidly adopted in the workplace and in education, yet the empirical evidence on AI's impact remains mixed. We propose a model of human-AI interaction to better understand and analyze…

Computer Science and Game Theory · Computer Science 2026-05-13 Ali Aouad , Thodoris Lykouris , Huiying Zhong

Generative, ML-driven interactive systems have the potential to change how people interact with computers in creative processes - turning tools into co-creators. However, it is still unclear how we might achieve effective human-AI…

Human-Computer Interaction · Computer Science 2022-07-08 Frederic Gmeiner , Kenneth Holstein , Nikolas Martelaro

As AI increasingly enters the classroom, what changes when students collaborate with algorithms instead of peers? We analyzed 36 undergraduate students learning graph theory through peer collaboration (n=24) or AI assistance (n=12), using…

Human-Computer Interaction · Computer Science 2026-01-21 Caitlin Morris , Pattie Maes

Legal practitioners, particularly those early in their careers, face complex, high-stakes tasks that require adaptive, context-sensitive reasoning. While AI holds promise in supporting legal work, current datasets and models are narrowly…

This paper describes a research study that aims to investigate changes in effective communication during human-AI collaboration with special attention to the perception of competence among team members and varying levels of task load placed…

Human-Computer Interaction · Computer Science 2021-10-08 Andres Rosero , Faustina Dinh , Ewart J. de Visser , Tyler Shaw , Elizabeth Phillips

Leveraging Artificial Intelligence (AI) in decision support systems has disproportionately focused on technological advancements, often overlooking the alignment between algorithmic outputs and human expectations. A human-centered…

Human-Computer Interaction · Computer Science 2024-03-20 Catalina Gomez , Sue Min Cho , Shichang Ke , Chien-Ming Huang , Mathias Unberath

Understanding how scaffolding strategies influence human understanding in human-robot interaction is important for developing effective assistive systems. This empirical study investigates linguistic scaffolding strategies based on negation…

Human-Computer Interaction · Computer Science 2025-03-26 André Groß , Birte Richter , Bjarne Thomzik , Britta Wrede

Generative AI (GenAI) is rapidly entering computer science education, yet its effects on student learning, skill development, and perceptions remain underexplored. Concerns about overreliance coexist with a gap in research on structured…

Computers and Society · Computer Science 2025-05-02 Ethan Dickey , Andres Bejarano , Rhianna Kuperus , Bárbara Fagundes

Generative AI is increasingly embedded in collaborative learning, yet little is known about how AI personas shape learner agency when AI teammates are present but not disclosed. This mechanism study examines how supportive and contrarian AI…

Human-Computer Interaction · Computer Science 2025-12-23 Yueqiao Jin , Roberto Martinez-Maldonado , Dragan Gašević , Lixiang Yan

Human-robot collaborative assembly systems enhance the efficiency and productivity of the workplace but may increase the workers' cognitive demand. This paper proposes an online and quantitative framework to assess the cognitive workload…

Robotics · Computer Science 2022-07-11 Marta Lagomarsino , Marta Lorenzini , Pietro Balatti , Elena De Momi , Arash Ajoudani