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Detecting collaborative and problem-solving behaviours from digital traces to interpret students' collaborative problem solving (CPS) competency is a long-term goal in the Artificial Intelligence in Education (AIEd) field. Although…

Computation and Language · Computer Science 2025-04-22 K. Wong , B. Wu , S. Bulathwela , M. Cukurova

Measuring collaborative problem solving (CPS) synergy remains challenging in learning analytics, as classical manual coding cannot capture emergent system-level dynamics. This study introduces a computational framework that integrates…

Computers and Society · Computer Science 2026-04-28 Jianjun Xiao , Cixiao Wang , Wenmei Zhang

Collaborative problem solving (CPS) competence is considered one of the essential 21st-century skills. To facilitate the assessment and learning of CPS competence, researchers have proposed a series of frameworks to conceptualize CPS and…

Human-Computer Interaction · Computer Science 2024-07-18 Mengxiao Zhu , Xin Wang , Xiantao Wang , Zihang Chen , Wei Huang

Creative Problem Solving (CPS) is a sub-area within Artificial Intelligence (AI) that focuses on methods for solving off-nominal, or anomalous problems in autonomous systems. Despite many advancements in planning and learning, resolving…

Artificial Intelligence · Computer Science 2022-12-15 Evana Gizzi , Lakshmi Nair , Sonia Chernova , Jivko Sinapov

Collaborative problem solving (CPS) is a complex cognitive, social, and emotional process that is increasingly prevalent in educational and professional settings. This study investigates the emotional states of individuals during CPS using…

Human-Computer Interaction · Computer Science 2025-07-04 Sifatul Anindho , Videep Venkatesha , Mariah Bradford , Anne M. Cleary , Nathaniel Blanchard

Teams can outperform individuals; could adding AI teammates further bolster performance of teams solving problems collaboratively? Collaborative problem solving (CPS) research commonly studies teams with two agents (human-human or…

Human-Computer Interaction · Computer Science 2024-10-23 Nikita Haduong , Irene Wang , Bo-Ru Lu , Prithviraj Ammanabrolu , Noah A. Smith

Collaborative problem solving (CPS) is widely recognized as a critical 21st-century skill. Assessing CPS depends heavily on coding the communication data using a construct-relevant framework, and this process has long been a major…

Human-Computer Interaction · Computer Science 2026-03-04 Jiangang Hao , Wenju Cui , Patrick Kyllonen , Emily Kerzabi , Lei Liu , Michael Flor

Inclusion, equity, and access are widely valued in AI and education, yet are often assessed through coarse sample descriptors or post-hoc self-reports that miss how inclusion is shaped moment by moment in collaborative problem solving…

Computation and Language · Computer Science 2026-02-11 Jaeyoon Choi , Nia Nixon

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…

Human-Computer Interaction · Computer Science 2026-01-30 Wenhan Lyu , Yimeng Wang , Murong Yue , Yifan Sun , Jennifer Suh , Meredith Kier , Ziyu Yao , Yixuan Zhang

The rapid evolution of Cyber-Physical Systems (CPS) across various domains like mobility systems, networked control systems, sustainable manufacturing, smart power grids, and the Internet of Things necessitates innovative solutions that…

Optimization and Control · Mathematics 2024-06-25 Andreas A. Malikopoulos

This study adopts an integrated distributed cognition and regulation of learning perspective to examine the collaboration patterns and dynamics of human-AI collaboration when college students collaborating with AI for complex…

Human-Computer Interaction · Computer Science 2026-03-24 Zhanxin Hao , Xiaobo Liu , Jiaxin Fan , Yun Long , Jifan Yu , Wenli Chen , Yu Zhang

Engineering collective adaptive systems (CAS) with learning capabilities is a challenging task due to their multi-dimensional and complex design space. Data-driven approaches for CAS design could introduce new insights enabling system…

Software Engineering · Computer Science 2020-08-11 Mirko D'Angelo , Sona Ghahremani , Simos Gerasimou , Johannes Grohmann , Ingrid Nunes , Sven Tomforde , Evangelos Pournaras

Parent-AI collaboration to support real-time conversations with children is challenging due to the sensitivity and open-ended nature of such interactions. Existing systems often simplify collaboration into static modes, providing limited…

Human-Computer Interaction · Computer Science 2026-04-02 Yu Mei , Ziyao Zhang , Qingyang Wan , Shiyi Wang , Ge Wang , Jie Cai , Chun Yu , Yuanchun Shi

As programming education becomes more widespread, many college students from non-computer science backgrounds begin learning programming. Collaborative programming emerges as an effective method for instructors to support novice students in…

Human-Computer Interaction · Computer Science 2025-02-26 Gefei Zhang , Shenming Ji , Yicao Li , Jingwei Tang , Jihong Ding , Meng Xia , Guodao Sun , Ronghua Liang

Principles of modern cyber-physical system (CPS) analysis are based on analytical methods that depend on whether safety or liveness requirements are considered. Complexity is abstracted through different techniques, ranging from stochastic…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-09-02 Eric M. S. P. Veith , Lars Fischer , Martin Tröschel , Astrid Nieße

Improving artificial intelligence (AI) literacy has become an important consideration for academia and industry with the widespread adoption of AI technologies. Collaborative learning (CL) approaches have proven effective for information…

Computers and Society · Computer Science 2025-08-22 Ashish Hingle , Aditya Johri

The analysis of the collaborative learning process is one of the growing fields of education research, which has many different analytic solutions. In this paper, we provided a new solution to improve automated collaborative learning…

Human-Computer Interaction · Computer Science 2019-04-18 Zhang Guo , Kevin Yu , Rebecca Pearlman , Nassir Navab , Roghayeh Barmaki

Collaborative Problem-Solving (CPS) markers capture key aspects of effective teamwork, such as staying on task, avoiding interruptions, and generating constructive ideas. An AI system that reliably detects these markers could help teachers…

Human-Computer Interaction · Computer Science 2025-07-08 Videep Venkatesha , Mariah Bradford , Nathaniel Blanchard

Collaborative problem-solving (CPS) is a vital skill used both in the workplace and in educational environments. CPS is useful in tackling increasingly complex global, economic, and political issues and is considered a central 21st century…

Computation and Language · Computer Science 2024-03-08 Jacqueline G. Cavazos , Nia Nixon

Using learning analytics to investigate and support collaborative learning has been explored for many years. Recently, automated approaches with various artificial intelligence approaches have provided promising results for modelling and…

Computers and Society · Computer Science 2024-01-22 Qi Zhou , Wannapon Suraworachet , Mutlu Cukurova
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