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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

An ideal embodied agent should possess lifelong learning capabilities to handle long-horizon and complex tasks, enabling continuous operation in general environments. This not only requires the agent to accurately accomplish given tasks but…

Artificial Intelligence · Computer Science 2026-03-24 Sen Wang , Bangwei Liu , Zhenkun Gao , Lizhuang Ma , Xuhong Wang , Yuan Xie , Xin Tan

Multi-modal AI systems will likely become a ubiquitous presence in our everyday lives. A promising approach to making these systems more interactive is to embody them as agents within physical and virtual environments. At present, systems…

Recent advancements in 3D reconstruction and neural rendering have enhanced the creation of high-quality digital assets, yet existing methods struggle to generalize across varying object shapes, textures, and occlusions. While Next Best…

Robotics · Computer Science 2024-09-25 Zhenghao Qi , Shenghai Yuan , Fen Liu , Haozhi Cao , Tianchen Deng , Jianfei Yang , Lihua Xie

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

Despite advancements in Large Language Models (LLMs) and Large Multimodal Models (LMMs), their integration into language-grounded, human-like embodied agents remains incomplete, hindering complex real-life task performance in physical…

Computation and Language · Computer Science 2024-08-20 Zhili Cheng , Zhitong Wang , Jinyi Hu , Shengding Hu , An Liu , Yuge Tu , Pengkai Li , Lei Shi , Zhiyuan Liu , Maosong Sun

We open-source MiMo-Embodied, the first cross-embodied foundation model to successfully integrate and achieve state-of-the-art performance in both Autonomous Driving and Embodied AI. MiMo-Embodied sets new records across 17 embodied AI…

In complex embodied long-horizon manipulation tasks, effective task decomposition and execution require synergistic integration of textual logical reasoning and visual-spatial imagination to ensure efficient and accurate operation. Current…

Computer Vision and Pattern Recognition · Computer Science 2025-11-11 Xinyan Cai , Shiguang Wu , Dafeng Chi , Yuzheng Zhuang , Xingyue Quan , Jianye Hao , Qiang Guan

Coordinating multiple embodied agents in dynamic environments remains a core challenge in artificial intelligence, requiring both perception-driven reasoning and scalable cooperation strategies. While recent works have leveraged large…

Artificial Intelligence · Computer Science 2026-01-23 Li Kang , Xiufeng Song , Heng Zhou , Yiran Qin , Jie Yang , Xiaohong Liu , Philip Torr , Lei Bai , Zhenfei Yin

Machine learning has long since become a keystone technology, accelerating science and applications in a broad range of domains. Consequently, the notion of applying learning methods to a particular problem set has become an established and…

This paper introduces EmbodiedAgent, a hierarchical framework for heterogeneous multi-robot control. EmbodiedAgent addresses critical limitations of hallucination in impractical tasks. Our approach integrates a next-action prediction…

Robotics · Computer Science 2025-08-18 Hanwen Wan , Yifei Chen , Yixuan Deng , Zeyu Wei , Dongrui Li , Zexin Lin , Donghao Wu , Jiu Cheng , Xiaoqiang Ji

Embodiment is an important characteristic for all intelligent agents (creatures and robots), while existing scene description tasks mainly focus on analyzing images passively and the semantic understanding of the scenario is separated from…

Robotics · Computer Science 2020-05-08 Sinan Tan , Huaping Liu , Di Guo , Xinyu Zhang , Fuchun Sun

The remarkable progress of Multimodal Large Language Models (MLLMs) has attracted increasing attention to extend them to physical entities like legged robot. This typically requires MLLMs to not only grasp multimodal understanding…

Computer Vision and Pattern Recognition · Computer Science 2025-06-03 Gen Luo , Ganlin Yang , Ziyang Gong , Guanzhou Chen , Haonan Duan , Erfei Cui , Ronglei Tong , Zhi Hou , Tianyi Zhang , Zhe Chen , Shenglong Ye , Lewei Lu , Jingbo Wang , Wenhai Wang , Jifeng Dai , Yu Qiao , Rongrong Ji , Xizhou Zhu

Recent advancements in Multi-modal Large Language Models (MLLMs) have opened new avenues for applications in Embodied AI. Building on previous work, EgoThink, we introduce VidEgoThink, a comprehensive benchmark for evaluating egocentric…

Computer Vision and Pattern Recognition · Computer Science 2024-10-16 Sijie Cheng , Kechen Fang , Yangyang Yu , Sicheng Zhou , Bohao Li , Ye Tian , Tingguang Li , Lei Han , Yang Liu

Replicating human-level intelligence in the execution of embodied tasks remains challenging due to the unconstrained nature of real-world environments. Novel use of large language models (LLMs) for task planning seeks to address the…

Recent advancements in Large Language Models (LLMs) have greatly enhanced natural language understanding and content generation. However, these models primarily operate in disembodied digital environments and lack interaction with the…

Systems and Control · Electrical Eng. & Systems 2025-10-21 Wenbing Tang , Meilin Zhu , Fenghua Wu , Yang Liu

Large Language Models (LLMs) have shown significant potential in scientific discovery but struggle to bridge the gap between theoretical reasoning and verifiable physical simulation. Existing solutions operate in a passive…

Artificial Intelligence · Computer Science 2026-02-25 Bo Zhang , Jinfeng Zhou , Yuxuan Chen , Jianing Yin , Minlie Huang , Hongning Wang

Embodied agents can benefit from skills that guide object search, action execution, and state changes across diverse environments. Since embodied environments vary across layouts, object states, and other execution factors, these skills…

Artificial Intelligence · Computer Science 2026-05-12 Ruofei Ju , Xinrui Wang , Xin Ding , Yifan Yang , Hao Wu , Shiqi Jiang , Qianxi Zhang , Hao Wen , Xiangyu Li , Weijun Wang , Kun Li , Yunxin Liu , Haipeng Dai , Wei Wang , Ting Cao

Embodied agents operating in household environments must interpret ambiguous and under-specified human instructions. A capable household robot should recognize ambiguity and ask relevant clarification questions to infer the user intent…

Artificial Intelligence · Computer Science 2025-10-06 Ram Ramrakhya , Matthew Chang , Xavier Puig , Ruta Desai , Zsolt Kira , Roozbeh Mottaghi

Embodied multi-agent systems (EMAS) have attracted growing attention for their potential to address complex, real-world challenges in areas such as logistics and robotics. Recent advances in foundation models pave the way for generative…

Multiagent Systems · Computer Science 2025-02-18 Di Wu , Xian Wei , Guang Chen , Hao Shen , Xiangfeng Wang , Wenhao Li , Bo Jin
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