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Related papers: Multimodal Data Storage and Retrieval for Embodied…

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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

The field of embodied AI (EAI) is rapidly advancing. Unlike virtual AI, EAI systems can exist in, learn from, reason about, and act in the physical world. With recent advances in AI models and hardware, EAI systems are becoming increasingly…

Computers and Society · Computer Science 2025-09-04 Jared Perlo , Alexander Robey , Fazl Barez , Luciano Floridi , Jakob Mökander

Multimodal Large Language Models (MLLMs) have shown significant advancements, providing a promising future for embodied agents. Existing benchmarks for evaluating MLLMs primarily utilize static images or videos, limiting assessments to…

Computer Vision and Pattern Recognition · Computer Science 2025-04-14 Zhili Cheng , Yuge Tu , Ran Li , Shiqi Dai , Jinyi Hu , Shengding Hu , Jiahao Li , Yang Shi , Tianyu Yu , Weize Chen , Lei Shi , Maosong Sun

Embodied foundation models require large-scale, high-quality real-world interaction data for pre-training and scaling. However, existing data collection methods suffer from high infrastructure costs, complex hardware dependencies, and…

Computer Vision and Pattern Recognition · Computer Science 2026-03-03 Bowen Yang , Zishuo Li , Yang Sun , Changtao Miao , Yifan Yang , Man Luo , Xiaotong Yan , Feng Jiang , Jinchuan Shi , Yankai Fu , Ning Chen , Junkai Zhao , Pengwei Wang , Guocai Yao , Shanghang Zhang , Hao Chen , Zhe Li , Kai Zhu

Embodied Artificial Intelligence (AI) is an intelligent system formed by agents and their environment through active perception, embodied cognition, and action interaction. Existing embodied AI remains confined to human-crafted setting, in…

Emerging Technologies · Computer Science 2026-02-05 Tongtong Feng , Xin Wang , Wenwu Zhu

The pursuit of artificial general intelligence (AGI) has placed embodied intelligence at the forefront of robotics research. Embodied intelligence focuses on agents capable of perceiving, reasoning, and acting within the physical world.…

There is no limit to how much a robot might explore and learn, but all of that knowledge needs to be searchable and actionable. Within language research, retrieval augmented generation (RAG) has become the workhorse of large-scale…

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

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 AI requires agents that perceive, act, and anticipate how actions reshape future world states. World models serve as internal simulators that capture environment dynamics, enabling forward and counterfactual rollouts to support…

Computer Vision and Pattern Recognition · Computer Science 2025-12-02 Xinqing Li , Xin He , Le Zhang , Min Wu , Xiaoli Li , Yun Liu

While the exploration for embodied AI has spanned multiple decades, it remains a persistent challenge to endow agents with human-level intelligence, including perception, learning, reasoning, decision-making, control, and generalization…

Robotics · Computer Science 2024-02-07 Zhiyuan Xu , Kun Wu , Junjie Wen , Jinming Li , Ning Liu , Zhengping Che , Jian Tang

We present EmbodiedMAE, a unified 3D multi-modal representation for robot manipulation. Current approaches suffer from significant domain gaps between training datasets and robot manipulation tasks, while also lacking model architectures…

Robotics · Computer Science 2025-05-16 Zibin Dong , Fei Ni , Yifu Yuan , Yinchuan Li , Jianye Hao

Intelligent embodied agents (e.g. robots) need to perform complex semantic tasks in unfamiliar environments. Among many skills that the agents need to possess, building and maintaining a semantic map of the environment is most crucial in…

Robotics · Computer Science 2025-08-13 Sonia Raychaudhuri , Angel X. Chang

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

In the realm of computer vision and robotics, embodied agents are expected to explore their environment and carry out human instructions. This necessitates the ability to fully understand 3D scenes given their first-person observations and…

Computer Vision and Pattern Recognition · Computer Science 2023-12-27 Tai Wang , Xiaohan Mao , Chenming Zhu , Runsen Xu , Ruiyuan Lyu , Peisen Li , Xiao Chen , Wenwei Zhang , Kai Chen , Tianfan Xue , Xihui Liu , Cewu Lu , Dahua Lin , Jiangmiao Pang

Investigating children's embodied learning in mixed-reality environments, where they collaboratively simulate scientific processes, requires analyzing complex multimodal data to interpret their learning and coordination behaviors. Learning…

Collective Adaptive Intelligence (CAI) represent a transformative approach in embodied AI, wherein numerous autonomous agents collaborate, adapt, and self-organize to navigate complex, dynamic environments. By enabling systems to…

Artificial Intelligence · Computer Science 2025-07-02 Fan Wang , Shaoshan Liu

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

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…

Robotic technologies have been an indispensable part for improving human productivity since they have been helping humans in completing diverse, complex, and intensive tasks in a fast yet accurate and efficient way. Therefore, robotic…