Multimodal modeling of collaborative problem-solving facets in triads

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Computer-based assessment of collaborative problem solving skills: A systematic review of empirical research

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Using fNIRS to Identify Transparency- and Reliability-Sensitive Markers of Trust Across Multiple Timescales in Collaborative Human-Human-Agent Triads

Eloy, L., Doherty, E. J., Spencer, C. A., Bobko, P., & Hirshfield, L. (2022) · Frontiers in Neuroergonomics · doi:10.3389/fnrgo.2022.838625 · Cited by 26 · see citing works

Assessing verbal interaction of adult learners in computer‐supported collaborative problem solving

Buseyne, S., Rajagopal, K., Danquigny, T., Depaepe, F., Heutte, J., & Raes, A. (2023) · British Journal of Educational Technology · doi:10.1111/bjet.13391 · Cited by 17 · see citing works

Modeling Synchronization for Detecting Collaborative Learning Process Using a Pedagogical Conversational Agent: Investigation Using Recurrent Indicators of Gaze, Language, and Facial Expression

Hayashi, Y. (2023) · International Journal of Artificial Intelligence in Education · doi:10.1007/s40593-023-00381-y · Cited by 16 · see citing works

Improving Collaborative Problem-Solving Skills via Automated Feedback and Scaffolding: A Quasi-Experimental Study with CPSCoach 2.0

D’Mello, S. K., Duran, N., Michaels, A., & Stewart, A. E. B. (2024) · User Modeling and User-Adapted Interaction · doi:10.1007/s11257-023-09387-6 · Cited by 14 · see citing works

Automatic Detection of Collaborative States in Small Groups Using Multimodal Features

Bradford, M., Khebour, I., Blanchard, N., & Krishnaswamy, N. (2023) · Lecture notes in computer science · doi:10.1007/978-3-031-36272-9_69 · Cited by 12 · see citing works

CPSCoach: The Design and Implementation of Intelligent Collaborative Problem Solving Feedback

Stewart, A. E. B., Rao, A., Michaels, A., Sun, C., Duran, N. D., Shute, V. J., & D’Mello, S. K. (2023) · Lecture Notes in Computer Science · doi:10.1007/978-3-031-36272-9_58 · Cited by 11 · see citing works

Computational modeling of collaborative discourse to enable feedback and reflection in middle school classrooms

Chandler, C., Breideband, T., Reitman, J. G., Chitwood, M., Bush, J. B., Howard, A., Leonhart, S., Foltz, P. W., Penuel, W. R., & D'Mello, S. K. (2024) · Proceedings of the 14th Learning Analytics and Knowledge Conference · doi:10.1145/3636555.3636917 · Cited by 8 · see citing works

Rethinking the Potential of Multimodality in Collaborative Problem Solving Diagnosis with Large Language Models

Wong, K., Wu, B., Bulathwela, S., & Cukurova, M. (2025) · Lecture notes in computer science · doi:10.1007/978-3-031-98417-4_2 · Cited by 8 · see citing works

Eye to Eye: Gaze Patterns Predict Remote Collaborative Problem Solving Behaviors in Triads

Abitino, A., Pugh, S. L., Peacock, C. E., & D’Mello, S. K. (2022) · Lecture notes in computer science · doi:10.1007/978-3-031-11644-5_31 · Cited by 8 · see citing works

Temporal group interaction density in collaborative problem solving: Exploring group interactions with different time granularities

Yang, S., Du, X., Tang, H., Hung, J.-L., & Tang, Y. (2023) · Education and Information Technologies · doi:10.1007/s10639-023-12373-5 · Cited by 6 · see citing works

Peering into the team role kaleidoscope: the interplay of personal characteristics and verbal interactions in collaborative problem solving

Buseyne, S., Vrijdags, A., Said‐Metwaly, S., Danquigny, T., Heutte, J., Depaepe, F., & Raes, A. (2024) · Frontiers in Psychology · doi:10.3389/fpsyg.2024.1345892 · Cited by 6 · see citing works

Advancing Multimodal Collaboration Analytics

Esterhazy, R., Kaliisa, R., Sánchez, D., Langford, M., & Damşa, C. I. (2025) · Journal of Learning Analytics · doi:10.18608/jla.2025.8625 · Cited by 6 · see citing works

Multimodal Design for Interactive Collaborative Problem-Solving Support

VanderHoeven, H., Bradford, M., Jung, C., Khebour, I., Lai, K., Pustejovsky, J. D., Krishnaswamy, N., & Blanchard, N. (2024) · Lecture notes in computer science · doi:10.1007/978-3-031-60107-1_6 · Cited by 6 · see citing works

The Relationship between Collaborative Problem-Solving Skills and Group-to-Individual Learning Transfer in a Game-based Learning Environment

Sun, C., Shute, V. J., Stewart, A., & D’Mello, S. K. (2025) · International Conference on Learning Analytics and Knowledge (LAK) · doi:10.1145/3706468.3706560 · Cited by 5 · see citing works

Towards a Dynamic Model of Collective Intelligence: Theoretical Integration, Nonverbal Interaction and Temporality

Lannuzel, T., Biancardi, B., Barange, M., & Stéphanie Buisine, A. (2025) · ACM Collective Intelligence Conference (CI) · doi:10.1145/3715928.3737468 · Cited by 2 · see citing works

Testing individual and group markers of collaboration in a team-based learning classroom

Chua, Y. H. V., Dauwels, J., Rajalingam, P., Teo, C. L., & Styles, S. J. (2025) · Learning and Instruction · doi:10.1016/j.learninstruc.2025.102215 · Cited by 2 · see citing works

Context-aware prompting for collaborative problem solving skill identification

Zhu, M., Feng, L., WANG, X., & Huang, W. (2026) · Computers and Education Artificial Intelligence · doi:10.1016/j.caeai.2026.100567 · Cited by 2 · see citing works

Are you collaborative? A framework to evaluate non-verbal communication in indoor environments

Miranda, D., Noël, R., Alvarado, I., Cechinel, C., & Muñoz, R. (2022) · Latin American Conference on Learning Technologies (LACLO) · doi:10.1109/laclo56648.2022.10013447 · Cited by 1 · see citing works

Tracking Individual Beliefs in Co-situated Groups Using Multimodal Input

Bradford, M., Khebour, I., VanderHoeven, H., Venkatesha, V., Blanchard, N., & Krishnaswamy, N. (2025) · Lecture notes in computer science · doi:10.1007/978-3-031-93412-4_8 · Cited by 1 · see citing works

Leveraging ChatGPT in K-12 School Discipline: Potential Applications and Ethical Considerations

Kush, J. C. (2025) · AI · doi:10.3390/ai6070139 · Cited by 1 · see citing works

Enhancing Adaptive Human-Agent Teaming Systems with Functional Near-Infrared Spectroscopy

Eloy, L., Doherty, E. J., Spencer, C. A., & Hirshfield, L. (2025) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2025.2524490 · Cited by 1 · see citing works

Effects of video conferencing affordances on enjoyment and video conferencing fatigue: a motivational technology approach

Yang, Y. (2024) · doi:10.32657/10356/177374 · Cited by 1 · see citing works

Multimodal Machine Learning Can Predict Videoconference Fluidity and Enjoyment

Chang, A., Akkaraju, V., Cogliano, R. M., Poeppel, D., & Freeman, D. (2025) · IEEE International Conference on Acoustics Speech and Signal Processing · doi:10.1109/icassp49660.2025.10889480

Digital Collaborative Learning in General, Higher, and Business Education

(2025) · Frontiers research topics · doi:10.3389/978-2-8325-6001-3

Scaling Early Literacy Screening for Sustainable Education: A Cloud-Native Architecture Integrating Machine Learning and Human-in-the-Loop Validation

Lee, S., & Han, J. (2026) · Sustainability · doi:10.3390/su18105142

A computational framework for modeling collective intelligence through multimodal interaction in virtual reality

Lannuzel, T., Biancardi, B., Barange, M., & Stéphanie Buisine, A. (2026) · Journal on Multimodal User Interfaces · doi:10.1007/s12193-026-00485-4

Review on unobtrusive estimation of team processes underlying team situation awareness: shared mental models and team coordination

Zhecheva, E., Groen, E. L., Haselager, P., & Brouwer, A.-M. (2026) · Frontiers in Neuroergonomics · doi:10.3389/fnrgo.2026.1864518

I Say, You Say, We Say

Stewart, A., Vrzáková, H., Sun, C., Yonehiro, J., Stone, C., Duran, N. D., Shute, V. J., & D’Mello, S. K. (2019) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3359296 · Cited by 51 · see citing works

Multimodal, Multiparty Modeling of Collaborative Problem Solving Performance

Subburaj, S. K., Stewart, A., Rao, A., & D’Mello, S. K. (2020) · INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION · doi:10.1145/3382507.3418877 · Cited by 25 · see citing works

CPS‐Rater: Automated Sequential Annotation for Conversations in Collaborative Problem‐Solving Activities

Hao, J., Chen, L., Flor, M., Liu, L., & von Davier, A. A. (2017) · ETS Research Report Series · doi:10.1002/ets2.12184 · Cited by 31 · see citing works

Multimodal Design for Interactive Collaborative Problem-Solving Support

VanderHoeven, H., Bradford, M., Jung, C., Khebour, I., Lai, K., Pustejovsky, J. D., Krishnaswamy, N., & Blanchard, N. (2024) · Lecture notes in computer science · doi:10.1007/978-3-031-60107-1_6 · Cited by 6 · see citing works

Untitled work

(2021) · Educational Data Mining · Cited by 21 · see citing works