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With the advancement of web techniques, they have significantly revolutionized various aspects of people's lives. Despite the importance of the web, many tasks performed on it are repetitive and time-consuming, negatively impacting overall…

Artificial Intelligence · Computer Science 2025-08-06 Liangbo Ning , Ziran Liang , Zhuohang Jiang , Haohao Qu , Yujuan Ding , Wenqi Fan , Xiao-yong Wei , Shanru Lin , Hui Liu , Philip S. Yu , Qing Li

While Large Language Models (LLMs) have demonstrated strong zero-shot reasoning capabilities, their deployment as embodied agents still faces fundamental challenges in long-horizon planning. Unlike open-ended text generation, embodied…

Computation and Language · Computer Science 2026-05-19 Xiang Li , Ning Yan , Masood Mortazavi

Embodied AI is a prominent research topic in both academia and industry. Current research centers on completing tasks based on explicit user instructions. However, for robots to integrate into human society, they must understand which…

Embodied Question Answering (EQA) is a recently proposed task, where an agent is placed in a rich 3D environment and must act based solely on its egocentric input to answer a given question. The desired outcome is that the agent learns to…

Computer Vision and Pattern Recognition · Computer Science 2019-08-15 Cătălina Cangea , Eugene Belilovsky , Pietro Liò , Aaron Courville

Recent progress in embodied AI has produced a growing ecosystem of robot policies, foundation models, and modular runtimes. However, current evaluation remains dominated by task success metrics such as completion rate or manipulation…

Robotics · Computer Science 2026-04-14 Xue Qin , Simin Luan , John See , Cong Yang , Zhijun Li

This study focuses on Embodied Complex-Question Answering task, which means the embodied robot need to understand human questions with intricate structures and abstract semantics. The core of this task lies in making appropriate plans based…

Robotics · Computer Science 2025-04-02 Ning Lan , Baoshan Ou , Xuemei Xie , Guangming Shi

Language models (LMs) have demonstrated their capability in possessing commonsense knowledge of the physical world, a crucial aspect of performing tasks in everyday life. However, it remains unclear **whether LMs have the capacity to…

Artificial Intelligence · Computer Science 2023-07-18 Bill Yuchen Lin , Chengsong Huang , Qian Liu , Wenda Gu , Sam Sommerer , Xiang Ren

This review critically distinguishes between AI Agents and Agentic AI, offering a structured, conceptual taxonomy, application mapping, and analysis of opportunities and challenges to clarify their divergent design philosophies and…

Artificial Intelligence · Computer Science 2025-10-01 Ranjan Sapkota , Konstantinos I. Roumeliotis , Manoj Karkee

Embodied AI (EAI) agents continuously interact with the physical world, generating vast, heterogeneous multimodal data streams that traditional management systems are ill-equipped to handle. In this survey, we first systematically evaluate…

Robotics · Computer Science 2025-08-20 Yihao Lu , Hao Tang

Recent advances in agentic AI have led to systems capable of autonomous task execution and language-based reasoning, yet their spatial reasoning abilities remain limited and underexplored, largely constrained to symbolic and sequential…

Artificial Intelligence · Computer Science 2025-09-12 Bui Duc Manh , Soumyaratna Debnath , Zetong Zhang , Shriram Damodaran , Arvind Kumar , Yueyi Zhang , Lu Mi , Erik Cambria , Lin Wang

Rapid advancements in foundation models, including Large Language Models, Vision-Language Models, Multimodal Large Language Models, and Vision-Language-Action Models, have opened new avenues for embodied AI in mobile service robotics. By…

Robotics · Computer Science 2026-03-11 Matthew Lisondra , Beno Benhabib , Goldie Nejat

As general-purpose tools, Large Language Models (LLMs) must often reason about everyday physical environments. In a question-and-answer capacity, understanding the interactions of physical objects may be necessary to give appropriate…

Artificial Intelligence · Computer Science 2025-01-06 Matteo G. Mecattaf , Ben Slater , Marko Tešić , Jonathan Prunty , Konstantinos Voudouris , Lucy G. Cheke

With the advancement of Large-Language Models (LLMs) and Large Vision-Language Models (LVMs), agents have shown significant capabilities in various tasks, such as data analysis, gaming, or code generation. Recently, there has been a surge…

Human-Computer Interaction · Computer Science 2024-05-09 Kihoon Son , Jinhyeon Kwon , DaEun Choi , Tae Soo Kim , Young-Ho Kim , Sangdoo Yun , Juho Kim

We present Mini-BEHAVIOR, a novel benchmark for embodied AI that challenges agents to use reasoning and decision-making skills to solve complex activities that resemble everyday human challenges. The Mini-BEHAVIOR environment is a fast,…

Artificial Intelligence · Computer Science 2023-12-29 Emily Jin , Jiaheng Hu , Zhuoyi Huang , Ruohan Zhang , Jiajun Wu , Li Fei-Fei , Roberto Martín-Martín

Embodied agents have shown promising generalization capabilities across diverse physical environments, making them essential for a wide range of real-world applications. However, building versatile embodied agents poses critical challenges…

Robotics · Computer Science 2025-08-12 Shengli Zhou , Xiangchen Wang , Jinrui Zhang , Ruozai Tian , Rongtao Xu , Feng Zheng

Digital humans are lifelike virtual agents capable of natural conversation and are increasingly deployed in domains like retail and finance. However, most current digital humans operate in isolation from their surroundings and lack…

Human-Computer Interaction · Computer Science 2026-05-01 Mengyu Chen , Pranav Deshpande , Runqing Yang , Elvir Azanli , Joseph Ligman , Shaohan Hu , Chun-Fu Chen

Integration of artificial intelligent (AI) agents in higher education is transforming teaching, learning and administrative processes. Although existing AI agents effectively support individual tasks, their implementation remains fragmented…

Artificial Intelligence · Computer Science 2026-05-15 Vidya K Sudarshan , Anushka Sisodia , Reshma A Ramachandra , Sia Batra , Josephine Chong Leng Leng

Data science plays a critical role in transforming complex data into actionable insights across numerous domains. Recent developments in large language models (LLMs) and artificial intelligence (AI) agents have significantly automated data…

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

Wireless communication is evolving into an agent era, where large-scale agents with inherent embodied intelligence are not just users but active participants. The perfect combination of wireless communication and embodied intelligence can…

Networking and Internet Architecture · Computer Science 2026-05-27 Hongtao Liang , Yihe Diao , YuHang Wu , Fuhui Zhou , Qihui Wu
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