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Social interactions often emerge from subtle, fine-grained cues such as facial expressions, gaze, and gestures. However, existing methods for social interaction detection overlook such nuanced cues and primarily rely on holistic…

Computer Vision and Pattern Recognition · Computer Science 2026-01-21 Dongkeun Kim , Minsu Cho , Suha Kwak

Groups coordinate more effectively when individuals are able to learn from others' successes. But acquiring such knowledge is not always easy, especially in real-world environments where success is hidden from public view. We suggest that…

AI-driven conversational coaching is increasingly used to support workplace negotiation, yet prior work assumes uniform effectiveness across users. We challenge this assumption by examining how individual differences, particularly…

Human-Computer Interaction · Computer Science 2026-04-02 Veda Duddu , Jash Rajesh Parekh , Andy Mao , Hanyi Min , Ziang Xiao , Vedant Das Swain , Koustuv Saha

Effective understanding of dynamically evolving multiagent interactions is crucial to capturing the underlying behavior of agents in social systems. It is usually challenging to observe these interactions directly, and therefore modeling…

Robotics · Computer Science 2022-08-24 Enna Sachdeva , Chiho Choi

We propose a flexible probabilistic model for predicting turn-taking patterns in group conversations based solely on individual characteristics and past speaking behavior. Many models of conversation dynamics cannot yield insights that…

Machine Learning · Computer Science 2025-10-22 Madeline Navarro , Lisa O'Bryan , Santiago Segarra

Collaborating in a group, whether face-to-face or virtually, involves continuously expressing emotions and interpreting those of other group members. Therefore, understanding group affect is essential to comprehending how groups interact…

Human-Computer Interaction · Computer Science 2024-10-22 Navin Raj Prabhu , Maria Tsfasman , Catharine Oertel , Timo Gerkmann , Nale Lehmann-Willenbrock

Though deliberation is a critical component of democratic decision-making, existing deliberative processes do not scale to large groups of people. Motivated by this, we propose a model in which large-scale decision-making takes place…

Computer Science and Game Theory · Computer Science 2016-06-07 Ashish Goel , David T. Lee

Recently, the automatic prediction of personality traits has received a lot of attention. Specifically, personality trait prediction from multimodal data has emerged as a hot topic within the field of affective computing. In this paper, we…

Machine Learning · Computer Science 2020-10-23 Yash Mehta , Navonil Majumder , Alexander Gelbukh , Erik Cambria

The main intreest of this study was to investigate the phenomenon of collective intelligence in an anonymous virtual environment developed for this purpose. In particular, we were interested in studiyng how dividing a fixed community in…

Social and Information Networks · Computer Science 2016-09-21 Federica Stefanelli , Enrico Imbimbo , Franco Bagnoli , Andrea Guazzini

In modern interconnected societies, opinions and beliefs can quickly spread across large populations, giving rise to collective behaviors such as the adoption of social norms or polarization. These phenomena have motivated many models aimed…

Physics and Society · Physics 2026-05-27 Cosimo Agostinelli , Marco Mancastroppa , Alain Barrat

Large Language Models (LLMs) have demonstrated human-like capabilities in language comprehension and generation, becoming active participants in social and cognitive domains. This study investigates whether LLMs exhibit personality-like…

Computation and Language · Computer Science 2025-05-22 Wang Jiaqi , Wang bo , Guo fa , Cheng cheng , Yang li

We consider the problem of collaborative personalized mean estimation under a privacy constraint in an environment of several agents continuously receiving data according to arbitrary unknown agent-specific distributions. In particular, we…

Machine Learning · Computer Science 2024-12-02 Yauhen Yakimenka , Chung-Wei Weng , Hsuan-Yin Lin , Eirik Rosnes , Jörg Kliewer

The use of information technology in the study of human behavior is a subject of great scientific interest. Cultural and personality aspects are factors that influence how people interact with one another in a crowd. This paper presents a…

Computer Vision and Pattern Recognition · Computer Science 2019-03-06 Rodolfo Migon Favaretto , Leandro Dihl , Soraia Raupp Musse , Felipe Vilanova , Angelo Brandelli Costa

Machine learning methods are widely used by researchers to predict psychological characteristics from digital records. To find out whether automatic personality estimates retain the properties of the original traits, we reviewed 220 recent…

Machine Learning · Computer Science 2021-03-18 Pavel Novikov , Larisa Mararitsa , Victor Nozdrachev

Predictions in digital platforms must adapt over time as individuals update their beliefs through social interactions. At the same time, changing predictions alter the content people are exposed to and, consequently, the very beliefs they…

Social and Information Networks · Computer Science 2026-05-07 Jiduan Wu , Rediet Abebe , Celestine Mendler-Dünner

The dyadic reaction generation task involves synthesizing responsive facial reactions that align closely with the behaviors of a conversational partner, enhancing the naturalness and effectiveness of human-like interaction simulations. This…

Machine Learning · Computer Science 2025-05-14 Minh-Duc Nguyen , Hyung-Jeong Yang , Soo-Hyung Kim , Ji-Eun Shin , Seung-Won Kim

Rapport, the close and harmonious relationship in which interaction partners are "in sync" with each other, was shown to result in smoother social interactions, improved collaboration, and improved interpersonal outcomes. In this work, we…

Computers and Society · Computer Science 2018-05-10 Philipp Müller , Michael Xuelin Huang , Andreas Bulling

Psychology research has long explored aspects of human personality such as extroversion, agreeableness and emotional stability. Categorizations like the `Big Five' personality traits are commonly used to assess and diagnose personality…

Artificial Intelligence · Computer Science 2022-12-21 Graham Caron , Shashank Srivastava

As a sub-branch of affective computing, impression recognition, e.g., perception of speaker characteristics such as warmth or competence, is potentially a critical part of both human-human conversations and spoken dialogue systems. Most…

Multimedia · Computer Science 2023-02-17 Yuanchao Li , Peter Bell , Catherine Lai

Effective pair programming depends on coordination of attention, cognitive effort, and joint regulation over time, yet most adaptive learning systems remain individual-centric and reactive. This paper introduces ProPACT, a proactive…

Human-Computer Interaction · Computer Science 2026-05-05 Anahita Golrang , Kshitij Sharma , olga viberg