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Structured scene representations are a core component of embodied agents, helping to consolidate raw sensory streams into readable, modular, and searchable formats. Due to their high computational overhead, many approaches build such…

Artificial Intelligence · Computer Science 2025-06-03 Muhammad Qasim Ali , Saeejith Nair , Alexander Wong , Yuchen Cui , Yuhao Chen

We study the understanding of embodied reference: One agent uses both language and gesture to refer to an object to another agent in a shared physical environment. Of note, this new visual task requires understanding multimodal cues with…

Computer Vision and Pattern Recognition · Computer Science 2021-09-16 Yixin Chen , Qing Li , Deqian Kong , Yik Lun Kei , Song-Chun Zhu , Tao Gao , Yixin Zhu , Siyuan Huang

Humans communicate with graphical sketches apart from symbolic languages. Primarily focusing on the latter, recent studies of emergent communication overlook the sketches; they do not account for the evolution process through which symbolic…

Computation and Language · Computer Science 2023-02-27 Shuwen Qiu , Sirui Xie , Lifeng Fan , Tao Gao , Jungseock Joo , Song-Chun Zhu , Yixin Zhu

We study embodied reference understanding, the task of locating referents using embodied gestural signals and language references. Human studies have revealed that objects referred to or pointed to do not lie on the elbow-wrist line, a…

Computer Vision and Pattern Recognition · Computer Science 2022-10-13 Yang Li , Xiaoxue Chen , Hao Zhao , Jiangtao Gong , Guyue Zhou , Federico Rossano , Yixin Zhu

In this paper, we analyze the performance of an agent developed according to a well-accepted appraisal theory of human emotion with respect to how it modulates play in the context of a social dilemma. We ask if the agent will be capable of…

Artificial Intelligence · Computer Science 2021-07-19 Moojan Ghafurian , Neil Budnarain , Jesse Hoey

Gestures are inherent to human interaction and often complement speech in face-to-face communication, forming a multimodal communication system. An important task in gesture analysis is detecting a gesture's beginning and end. Research on…

Computer Vision and Pattern Recognition · Computer Science 2024-04-24 Esam Ghaleb , Ilya Burenko , Marlou Rasenberg , Wim Pouw , Ivan Toni , Peter Uhrig , Anna Wilson , Judith Holler , Aslı Özyürek , Raquel Fernández

To build agents that can collaborate effectively with others, recent research has trained artificial agents to communicate with each other in Lewis-style referential games. However, this often leads to successful but uninterpretable…

Computation and Language · Computer Science 2022-01-11 Jesse Mu , Noah Goodman

With the emergence of conversational artificial intelligence (AI) agents, it is important to understand the mechanisms that influence users' experiences of these agents. We study a common tool in the designer's toolkit: conceptual…

Human-Computer Interaction · Computer Science 2020-08-07 Pranav Khadpe , Ranjay Krishna , Li Fei-Fei , Jeffrey Hancock , Michael Bernstein

A robot needs contextual awareness, effective speech production and complementing non-verbal gestures for successful communication in society. In this paper, we present our end-to-end system that tries to enhance the effectiveness of…

Robotics · Computer Science 2024-10-01 Bishal Ghosh , Abhinav Dhall , Ekta Singla

This paper presents a novel framework for automatic speech-driven gesture generation, applicable to human-agent interaction including both virtual agents and robots. Specifically, we extend recent deep-learning-based, data-driven methods…

Human-Computer Interaction · Computer Science 2019-06-12 Taras Kucherenko , Dai Hasegawa , Gustav Eje Henter , Naoshi Kaneko , Hedvig Kjellström

Voice assistants are increasingly prevalent, from personal devices to team environments. This study explores how voice type and contribution quality influence human-agent team performance and perceptions of anthropomorphism, animacy,…

Human-Computer Interaction · Computer Science 2024-11-25 Samuel Westby , Richard J. Radke , Christoph Riedl , Brooke Foucault Welles

Choosing an appropriate representation of the environment for the underlying decision-making process of the reinforcement learning agent is not always straightforward. The state representation should be inclusive enough to allow the agent…

Collaborative decision-making with artificial intelligence (AI) agents presents opportunities and challenges. While human-AI performance often surpasses that of individuals, the impact of such technology on human behavior remains…

Artificial Intelligence · Computer Science 2024-11-18 Marco Matarese , Francesco Rea , Katharina J. Rohlfing , Alessandra Sciutti

Gestures that accompany speech are an essential part of natural and efficient embodied human communication. The automatic generation of such co-speech gestures is a long-standing problem in computer animation and is considered an enabling…

Graphics · Computer Science 2023-04-11 Simbarashe Nyatsanga , Taras Kucherenko , Chaitanya Ahuja , Gustav Eje Henter , Michael Neff

Purpose: Understanding a technical artifact requires grasping both its internal structure (Architecture) and its purpose and significance (Relevance), as formalized by Dual Nature Theory. This controlled experimental study investigates…

Other Computer Science · Computer Science 2026-03-26 Lutz Terfloth , Heike M. Buhl , Vivien Lohmer , Michael Schaffer , Friederike Kern , Carsten Schulte

In this paper, we explore how performers' embodied interactions with a Neural Audio Synthesis model allow the exploration of the latent space of such a model, mediated through movements sensed by e-textiles. We provide background and…

Gesture behavior is a natural part of human conversation. Much work has focused on removing the need for tedious hand-animation to create embodied conversational agents by designing speech-driven gesture generators. However, these…

Human-Computer Interaction · Computer Science 2020-10-05 Ylva Ferstl , Michael Neff , Rachel McDonnell

Embodied Conversational Agents (ECAs) aim to emulate human face-to-face interaction through speech, gestures, and facial expressions. Current large language model (LLM)-based conversational agents lack embodiment and the expressive gestures…

Computer Vision and Pattern Recognition · Computer Science 2026-03-30 M. Hamza Mughal , Rishabh Dabral , Vera Demberg , Christian Theobalt

Recent findings in neuroscience suggest that the human brain represents information in a geometric structure (for instance, through conceptual spaces). In order to communicate, we flatten the complex representation of entities and their…

Machine Learning · Computer Science 2020-02-05 Agnieszka Słowik , Abhinav Gupta , William L. Hamilton , Mateja Jamnik , Sean B. Holden

In face-to-face dialogues, the form-meaning relationship of co-speech gestures varies depending on contextual factors such as what the gestures refer to and the individual characteristics of speakers. These factors make co-speech gesture…

Computer Vision and Pattern Recognition · Computer Science 2024-09-18 Esam Ghaleb , Bulat Khaertdinov , Wim Pouw , Marlou Rasenberg , Judith Holler , Aslı Özyürek , Raquel Fernández
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