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Related papers: Walking with MIND: Mental Imagery eNhanceD Embodie…

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We present EmbodiedHead, a speech-driven talking-head framework that equips LLMs with real-time visual avatars for conversation. A practical embodied avatar must achieve real-time generation, unified listening-speaking behavior, and high…

Computer Vision and Pattern Recognition · Computer Science 2026-04-21 Yu Zhang , Kaiyuan Shen , Yang Li

We aim to evaluate Large Language Models (LLMs) for embodied decision making. While a significant body of work has been leveraging LLMs for decision making in embodied environments, we still lack a systematic understanding of their…

Realistic long-horizon tasks like image-goal navigation involve exploratory and exploitative phases. Assigned with an image of the goal, an embodied agent must explore to discover the goal, i.e., search efficiently using learned priors.…

Computer Vision and Pattern Recognition · Computer Science 2022-11-22 Justin Wasserman , Karmesh Yadav , Girish Chowdhary , Abhinav Gupta , Unnat Jain

Verbal communication plays a crucial role in human cooperation, particularly when the partners only have incomplete information about the task, environment, and each other's mental state. In this paper, we propose a novel cooperative…

Human-Computer Interaction · Computer Science 2025-01-15 Lance Ying , Kunal Jha , Shivam Aarya , Joshua B. Tenenbaum , Antonio Torralba , Tianmin Shu

Learning to coordinate many agents in partially observable and highly dynamic environments requires both informative representations and data-efficient training. To address this challenge, we present a novel model-based multi-agent…

Machine Learning · Computer Science 2026-02-16 Zhizun Wang , David Meger

Due to privacy concerns, open dialogue datasets for mental health are primarily generated through human or AI synthesis methods. However, the inherent implicit nature of psychological processes, particularly those of clients, poses…

Human-Computer Interaction · Computer Science 2025-11-18 Lixiu Wu , Yuanrong Tang , Qisen Pan , Xianyang Zhan , Yucheng Han , Lanxi Xiao , Tianhong Wang , Chen Zhong , Jiangtao Gong

A smart city can be seen as a framework, comprised of Information and Communication Technologies (ICT). An intelligent network of connected devices that collect data with their sensors and transmit them using cloud technologies in order to…

Artificial Intelligence · Computer Science 2021-08-24 Farzan Shenavarmasouleh , Farid Ghareh Mohammadi , M. Hadi Amini , Hamid R. Arabnia

Humans, even at a very early age, can learn visual concepts and understand geometry and layout through active interaction with the environment, and generalize their compositions to complete tasks described by natural languages in novel…

Computer Vision and Pattern Recognition · Computer Science 2023-04-10 Mingyu Ding , Yan Xu , Zhenfang Chen , David Daniel Cox , Ping Luo , Joshua B. Tenenbaum , Chuang Gan

In this paper, we argue that the future of Artificial Intelligence research resides in two keywords: integration and embodiment. We support this claim by analyzing the recent advances of the field. Regarding integration, we note that the…

Artificial Intelligence · Computer Science 2017-09-19 Clément Moulin-Frier , Jordi-Ysard Puigbò , Xerxes D. Arsiwalla , Martì Sanchez-Fibla , Paul F. M. J. Verschure

Multimodal large language model (MLLM)-based embodied agents have shown strong potential for solving complex tasks in physical environments. However, personalized assistance requires more than following generic instruction or recognizing…

Artificial Intelligence · Computer Science 2026-05-27 Jeongeun Lee , Chanyoung Park , Dongha Lee

Multimodal fusion leverages information across modalities to learn better feature representations with the goal of improving performance in fusion-based tasks. However, multimodal datasets, especially in medical settings, are typically…

Machine Learning · Computer Science 2025-02-05 Alejandro Guerra-Manzanares , Farah E. Shamout

Although numerous strategies have recently been proposed to enhance the autonomous interaction capabilities of multimodal agents in graphical user interface (GUI), their reliability remains limited when faced with complex or out-of-domain…

Computation and Language · Computer Science 2025-10-06 Pengzhou Cheng , Lingzhong Dong , Zeng Wu , Zongru Wu , Xiangru Tang , Chengwei Qin , Zhuosheng Zhang , Gongshen Liu

Embodied agents are expected to assist humans by actively exploring unknown environments and reasoning about spatial contexts. When deployed in real life, agents often face sequential tasks where each new task follows the completion of the…

Computer Vision and Pattern Recognition · Computer Science 2026-03-19 Zhongyi Cai , Yi Du , Chen Wang , Yu Kong

Young people's mental well-being is a global concern, with peer support playing a key role in daily emotional regulation. Conversational agents are increasingly viewed as promising tools for delivering accessible, personalised peer support,…

Human-Computer Interaction · Computer Science 2025-12-01 Ruoyu Wen , Xiaoli Wu , Kunal Gupta , Simon Hoermann , Mark Billinghurst , Alaeddin Nassani , Dwain Allan , Thammathip Piumsomboon

Continuously estimating an agent's state space and a representation of its surroundings has proven vital towards full autonomy. A shared common ground among systems which successfully achieve this feat is the integration of previously…

Computer Vision and Pattern Recognition · Computer Science 2019-08-05 Gil Avraham , Yan Zuo , Thanuja Dharmasiri , Tom Drummond

Large Language Models (LLMs) exhibit remarkable capabilities in the hierarchical decomposition of complex tasks through semantic reasoning. However, their application in embodied systems faces challenges in ensuring reliable execution of…

Robotics · Computer Science 2025-03-04 Mingcong Lei , Ge Wang , Yiming Zhao , Zhixin Mai , Qing Zhao , Yao Guo , Zhen Li , Shuguang Cui , Yatong Han , Jinke Ren

In this work we give a case study of an embodied machine-learning (ML) powered agent that improves itself via interactions with crowd-workers. The agent consists of a set of modules, some of which are learned, and others heuristic. While…

Artificial Intelligence · Computer Science 2023-01-11 Yuxuan Sun , Ethan Carlson , Rebecca Qian , Kavya Srinet , Arthur Szlam

We propose a new task to benchmark scene understanding of embodied agents: Situated Question Answering in 3D Scenes (SQA3D). Given a scene context (e.g., 3D scan), SQA3D requires the tested agent to first understand its situation (position,…

Computer Vision and Pattern Recognition · Computer Science 2023-04-14 Xiaojian Ma , Silong Yong , Zilong Zheng , Qing Li , Yitao Liang , Song-Chun Zhu , Siyuan Huang

Embodied Question Answering (EQA) is a challenging task in embodied intelligence that requires agents to dynamically explore 3D environments, actively gather visual information, and perform multi-step reasoning to answer questions. However,…

Computer Vision and Pattern Recognition · Computer Science 2025-05-26 Kaixuan Jiang , Yang Liu , Weixing Chen , Jingzhou Luo , Ziliang Chen , Ling Pan , Guanbin Li , Liang Lin

Embodied agents powered by large language models (LLMs), such as Voyager, promise open-ended competence in worlds such as Minecraft. However, when powered by open-weight LLMs they still falter on elementary tasks after domain-specific…

Artificial Intelligence · Computer Science 2025-12-17 Mircea Lică , Ojas Shirekar , Baptiste Colle , Chirag Raman
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