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To construct effective teaming strategies between humans and AI systems in complex, risky situations requires an understanding of individual preferences and behaviors of humans. Previously this problem has been treated in case-specific or…

Human-Computer Interaction · Computer Science 2022-11-24 Jonathan A. DeCastro , Deepak Gopinath , Guy Rosman , Emily Sumner , Shabnam Hakimi , Simon Stent

The lexical hypothesis posits that personality traits are encoded in language and is foundational to models like the Big Five. We created a bottom-up personality model from a classic adjective list using machine learning and compared its…

Machine Learning · Computer Science 2025-10-14 Ayoub Bouguettaya , Elizabeth M. Stuart

Human teams can be exceptionally efficient at adapting and collaborating during manipulation tasks using shared mental models. However, the same shared mental models that can be used by humans to perform robust low-level force and motion…

Robotics · Computer Science 2017-06-01 Eric C. Townsend , Erich A Mielke , David Wingate , Marc D. Killpack

Humans and other intelligent agents often rely on collective decision making based on an intuition that groups outperform individuals. However, at present, we lack a complete theoretical understanding of when groups perform better. Here we…

Social and Information Networks · Computer Science 2024-10-23 Vince J. Straub , Milena Tsvetkova , Taha Yasseri

Conversations contain a wide spectrum of multimodal information that gives us hints about the emotions and moods of the speaker. In this paper, we developed a system that supports humans to analyze conversations. Our main contribution is…

Human-Computer Interaction · Computer Science 2020-01-29 Joshua Y. Kim , Greyson Y. Kim , Kalina Yacef

Dyadic network formation models have wide applicability in economic research, yet are difficult to estimate in the presence of individual specific effects and in the absence of distributional assumptions regarding the model noise component.…

Econometrics · Economics 2024-08-09 L. Sanna Stephan

Personality traits have long been studied as predictors of human behavior. Recent advances in Large Language Models (LLMs) suggest similar patterns may emerge in artificial systems, with advanced LLMs displaying consistent behavioral…

Artificial Intelligence · Computer Science 2025-09-08 Pengrui Han , Rafal Kocielnik , Peiyang Song , Ramit Debnath , Dean Mobbs , Anima Anandkumar , R. Michael Alvarez

Digital networks, mobile devices, and the possibility of mining the ever-increasing amount of digital traces that we leave behind in our daily activities are changing the way we can approach the study of human and social interactions.…

Prior research indicates that users prefer assistive technologies whose personalities align with their own. This has sparked interest in automatic personality perception (APP), which aims to predict an individual's perceived personality…

Audio and Speech Processing · Electrical Eng. & Systems 2025-07-28 Alice Zhang , Skanda Muralidhar , Daniel Gatica-Perez , Mathew Magimai-Doss

Social interactions in general are multifaceted and there exists a wide set of factors and events that influence them. In this paper, we quantify social interactions with a holistic viewpoint on individual experiences, particularly focusing…

Multiagent Systems · Computer Science 2020-09-29 Navin Raj Prabhu , Chirag Raman , Hayley Hung

Sequential recommender systems aim to predict a user's future interests by extracting temporal patterns from their behavioral history. Existing approaches typically employ transformer-based architectures to process long sequences of user…

Information Retrieval · Computer Science 2026-02-24 Adamya Shyam , Venkateswara Rao Kagita , Bharti Rana , Vikas Kumar

Trust facilitates cooperation and supports positive outcomes in social groups, including member satisfaction, information sharing, and task performance. Extensive prior research has examined individuals' general propensity to trust, as well…

Social and Information Networks · Computer Science 2019-05-16 Xiao Ma , Justin Cheng , Shankar Iyer , Mor Naaman

This work analyzes the efficacy of verbal and nonverbal features of group conversation for the task of automatic prediction of group task performance. We describe a new publicly available survival task dataset that was collected and…

Audio and Speech Processing · Electrical Eng. & Systems 2019-07-05 Uliyana Kubasova , Gabriel Murray , McKenzie Braley

This approach builds on two following findings in cognitive science: (i) human cognition partially determines expressed behaviour and is directly linked to true personality traits; and (ii) in dyadic interactions individuals' nonverbal…

Computer Vision and Pattern Recognition · Computer Science 2021-10-28 Siyang Song , Zilong Shao , Shashank Jaiswal , Linlin Shen , Michel Valstar , Hatice Gunes

Natural conversations between humans often involve a large number of non-verbal nuanced expressions, displayed at key times throughout the conversation. Understanding and being able to model these complex interactions is essential for…

Computer Vision and Pattern Recognition · Computer Science 2022-07-12 Renke Wang , Ifeoma Nwogu

Successful entrainment during collaboration positively affects trust, willingness to collaborate, and likeability towards collaborators. In this paper, we present a mixed-method study to investigate characteristics of successful entrainment…

Human-Computer Interaction · Computer Science 2024-02-26 Eike Schneiders , Christopher Fourie , Stanley Celestin , Julie Shah , Malte Jung

Human state detection and behavior prediction have seen significant advancements with the rise of machine learning and multimodal sensing technologies. However, predicting prosocial behavior intentions in mobility scenarios, such as helping…

Machine Learning · Computer Science 2025-07-14 Abinay Reddy Naini , Zhaobo K. Zheng , Teruhisa Misu , Kumar Akash

Group recommender systems aim to generate recommendations that align with the collective preferences of a group, introducing challenges that differ significantly from those in individual recommendation scenarios. This paper presents Joint…

Information Retrieval · Computer Science 2025-04-10 Ngoc Luyen Le , Marie-Hélène Abel

Identification of affective and attentional states of individuals within groups is difficult to obtain without disrupting the natural flow of collaboration. Recent work from our group used a retrospect cued recall paradigm where…

Human-Computer Interaction · Computer Science 2025-07-03 Sifatul Anindho , Videep Venkatesha , Nathaniel Blanchard

Strategic adaptation -- the ability to adjust interaction behavior in response to changing constraints and leverage -- is a central goal of negotiation training and an emerging target for AI coaching systems. However, adaptation is…

Human-Computer Interaction · Computer Science 2026-02-05 Mobasshira Akter Urmi , Raiyan Abdul Baten
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