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With the surge in the development of large language models, embodied intelligence has attracted increasing attention. Nevertheless, prior works on embodied intelligence typically encode scene or historical memory in an unimodal manner,…

Computer Vision and Pattern Recognition · Computer Science 2024-07-30 Yang Liu , Xinshuai Song , Kaixuan Jiang , Weixing Chen , Jingzhou Luo , Guanbin Li , Liang Lin

Embodied Artificial Intelligence (Embodied AI) is crucial for achieving Artificial General Intelligence (AGI) and serves as a foundation for various applications (e.g., intelligent mechatronics systems, smart manufacturing) that bridge…

Computer Vision and Pattern Recognition · Computer Science 2025-08-26 Yang Liu , Weixing Chen , Yongjie Bai , Xiaodan Liang , Guanbin Li , Wen Gao , Liang Lin

AI agents today are mostly siloed - they either retrieve and reason over vast amount of digital information and knowledge obtained online; or interact with the physical world through embodied perception, planning and action - but rarely…

Artificial Intelligence · Computer Science 2025-07-31 Yining Hong , Rui Sun , Bingxuan Li , Xingcheng Yao , Maxine Wu , Alexander Chien , Da Yin , Ying Nian Wu , Zhecan James Wang , Kai-Wei Chang

Building embodied agents on integrating Large Language Models (LLMs) and Reinforcement Learning (RL) have revolutionized human-AI interaction: researchers can now leverage language instructions to plan decision-making for open-ended tasks.…

Artificial Intelligence · Computer Science 2024-02-07 Shaopeng Zhai , Jie Wang , Tianyi Zhang , Fuxian Huang , Qi Zhang , Ming Zhou , Jing Hou , Yu Qiao , Yu Liu

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

Embodied AI is widely recognized as a cornerstone of artificial general intelligence (AGI) because it involves controlling embodied agents to perform tasks in the physical world. Building on the success of large language models (LLMs) and…

Robotics · Computer Science 2026-05-04 Yueen Ma , Zixing Song , Yuzheng Zhuang , Jianye Hao , Irwin King

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

Embodied decision-making enables agents to translate high-level goals into executable actions through continuous interactions within the physical world, forming a cornerstone of general-purpose embodied intelligence. Large language models…

Artificial Intelligence · Computer Science 2025-10-15 Zixing Lei , Sheng Yin , Yichen Xiong , Yuanzhuo Ding , Wenhao Huang , Yuxi Wei , Qingyao Xu , Yiming Li , Weixin Li , Yunhong Wang , Siheng Chen

Embodied learning for object-centric robotic manipulation is a rapidly developing and challenging area in embodied AI. It is crucial for advancing next-generation intelligent robots and has garnered significant interest recently. Unlike…

Robotics · Computer Science 2025-01-15 Ying Zheng , Lei Yao , Yuejiao Su , Yi Zhang , Yi Wang , Sicheng Zhao , Yiyi Zhang , Lap-Pui Chau

In daily life, there are many scenarios that people need to tackle data-related tasks, such as filling out forms, analyzing Excel files, and visualize data report. However, the tools available for these tasks often fragment, requiring users…

Databases · Computer Science 2026-04-28 Huahang Li , Wentao Hu , Zhuoyue Wan , Chen Jason Zhang , Haoyang Li , Xiaoyong Wei

Large language model (LLM) agents are increasingly used for complex tasks, yet deployed agents often remain static, failing to adapt as user needs evolve. This creates a tension between the need for continuous service and the necessity of…

Machine Learning · Computer Science 2026-03-19 Peng Xia , Jianwen Chen , Xinyu Yang , Haoqin Tu , Jiaqi Liu , Kaiwen Xiong , Siwei Han , Shi Qiu , Haonian Ji , Yuyin Zhou , Zeyu Zheng , Cihang Xie , Huaxiu Yao

Advances in machine intelligence have enabled conversational interfaces that have the potential to radically change the way humans interact with machines. However, even with the progress in the abilities of these agents, there remain…

Human-Computer Interaction · Computer Science 2019-10-17 Deepali Aneja , Rens Hoegen , Daniel McDuff , Mary Czerwinski

Artificial intelligence has demonstrated remarkable capability in predicting scientific properties, yet scientific discovery remains an inherently physical, long-horizon pursuit governed by experimental cycles. Most current computational…

Artificial Intelligence · Computer Science 2026-03-23 Xiang Zhuang , Chenyi Zhou , Kehua Feng , Zhihui Zhu , Yunfan Gao , Yijie Zhong , Yichi Zhang , Junjie Huang , Keyan Ding , Lei Bai , Haofen Wang , Qiang Zhang , Huajun Chen

An Embodied Conversational Agent (ECA) is an intelligent agent that works as the front end of software applications to interact with users through verbal/nonverbal expressions and to provide online assistance without the limits of time,…

Artificial Intelligence · Computer Science 2020-09-22 Ruturaj Raval

Embodied conversational agent (ECA) development is a time-consuming and costly process that calls for knowledge in a plethora of different and not necessarily adjacent disciplines. Engaging in activities outside of one's core research to…

Human-Computer Interaction · Computer Science 2023-09-01 Danai Korre

Addressing the critical shortage of mental health resources for effective screening, diagnosis, and treatment remains a significant challenge. This scarcity underscores the need for innovative solutions, particularly in enhancing the…

Computation and Language · Computer Science 2024-02-15 Maneesh Bilalpur , Mert Inan , Dorsa Zeinali , Jeffrey F. Cohn , Malihe Alikhani

Vision-Language-Action (VLA) systems have shown strong potential for language-driven robotic manipulation. However, scaling them to long-horizon tasks remains challenging. Existing pipelines typically separate data collection, policy…

Embodied Artificial Intelligence (Embodied AI) is gaining momentum in the machine learning communities with the goal of leveraging current progress in AI (deep learning, transformers, large language and visual-language models) to empower…

Artificial Intelligence · Computer Science 2025-05-19 Matej Hoffmann , Shubhan Parag Patni

Embodied agents are expected to operate persistently in dynamic physical environments, continuously acquiring new capabilities over time. Existing approaches to improving agent performance often rely on modifying the agent itself -- through…

Robotics · Computer Science 2026-05-22 Xue Qin , Simin Luan , John See , Cong Yang , Zhijun Li

Despite the promise of autonomous agentic reasoning, existing workflow generation methods frequently produce fragile, unexecutable plans due to unconstrained LLM-driven construction. We introduce MermaidFlow, a framework that redefines the…

Machine Learning · Computer Science 2025-05-30 Chengqi Zheng , Jianda Chen , Yueming Lyu , Wen Zheng Terence Ng , Haopeng Zhang , Yew-Soon Ong , Ivor Tsang , Haiyan Yin