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Known attempts to build autonomous robots rely on complex control architectures, often implemented with the Robot Operating System platform (ROS). Runtime adaptation is needed in these systems, to cope with component failures and with…

Embodied AI is transforming how AI systems interact with the physical world, yet existing datasets are inadequate for developing versatile, general-purpose agents. These limitations include a lack of standardized formats, insufficient data…

The field of Embodied AI is witnessing a rapid evolution toward general-purpose robotic systems, fueled by high-fidelity simulation and large-scale data collection. However, this scaling capability remains severely bottlenecked by a…

Artificial Intelligence · Computer Science 2026-01-30 Zixing Lei , Genjia Liu , Yuanshuo Zhang , Qipeng Liu , Chuan Wen , Shanghang Zhang , Wenzhao Lian , Siheng Chen

The increase in available computing power and the Deep Learning revolution have allowed the exploration of new topics and frontiers in Artificial Intelligence research. A new field called Embodied Artificial Intelligence, which places at…

Robotics · Computer Science 2025-05-05 Roberto Bigazzi

The Agentic Paradigm faces a significant Software Engineering Absence, yielding Agentic systems commonly lacking robustness, observability, and evolvability. To address these deficiencies, we propose a principled engineering framework…

Artificial Intelligence · Computer Science 2025-12-02 Jiazheng Sun , Ruimeng Yang , Xu Han , Jiayang Niu , Mingxuan Li , Te Yang , Yongyong Lu , Xin Peng

Embodied agents increasingly rely on modular capabilities that can be installed, upgraded, composed, and governed at runtime. Prior work has introduced embodied capability modules (ECMs) as reusable units of embodied functionality, and…

Software Engineering · Computer Science 2026-04-16 Xue Qin , Simin Luan , John See , Cong Yang , Zhijun Li

Living organisms exhibit persistent autonomy through internally generated goals and self-sustaining behavioral organization, yet current embodied agents remain driven by externally scripted objectives. This dependence on predefined task…

Robotics · Computer Science 2026-05-08 Kaige Liu , Yang Li , Lijun Zhu , Weinan Zhang

Enterprise AI deploys dozens of autonomous agent nodes across workflows, each acting on the same entities with no shared memory and no common governance. We identify five structural challenges arising from this memory governance gap: memory…

Artificial Intelligence · Computer Science 2026-03-19 Hamed Taheri

Autonomous navigation is a fundamental task for robot vacuum cleaners in indoor environments. Since their core function is to clean entire areas, robots inevitably encounter dead zones in cluttered and narrow scenarios. Existing planning…

Robotics · Computer Science 2025-03-06 Han Zheng , Jiale Zhang , Mingyang Jiang , Peiyuan Liu , Danni Liu , Tong Qin , Ming Yang

Embodied agents powered by vision-language models (VLMs) are increasingly capable of executing complex real-world tasks, yet they remain vulnerable to hazardous instructions that may trigger unsafe behaviors. Runtime safety guardrails,…

Artificial Intelligence · Computer Science 2025-12-29 Le Wang , Zonghao Ying , Xiao Yang , Quanchen Zou , Zhenfei Yin , Tianlin Li , Jian Yang , Yaodong Yang , Aishan Liu , Xianglong Liu

This paper focuses on embodied task planning, where an agent acquires visual observations from the environment and executes atomic actions to accomplish a given task. Although recent Vision-Language Models (VLMs) have achieved impressive…

Robotics · Computer Science 2026-04-10 Peiran Xu , Jiaqi Zheng , Yadong Mu

The Robot Operating System (ROS) streamlines human processes, increasing the efficiency of various production tasks. However, the security of data transfer operations in ROS is still in its immaturity. Securing data exchange between several…

Robotics · Computer Science 2022-11-18 Shenhui Zhang , Wenkai Li , Xiaoqi Li , Boyi Liu

This paper introduces CoMuRoS (Collaborative Multi-Robot System), a generalizable hierarchical architecture for heterogeneous robot teams that unifies centralized deliberation with decentralized execution, and supports event-driven…

Robotics · Computer Science 2025-12-01 Suraj Borate , Bhavish Rai B , Vipul Pardeshi , Madhu Vadali

Large language model (LLM)-based multi-agent systems have shown strong potential on complex tasks through agent specialization, tool use, and collaborative reasoning. However, most automated multi-agent system design methods still follow a…

Artificial Intelligence · Computer Science 2026-05-12 Chengdong Xu , Kaiqiang Ke , Ziheng Liu , Jiaqi Wei , Zibo Shao , Weile Guo , Chao Yu

The ability to navigate and interact with complex environments is central to real-world embodied agents, yet navigation in unseen environments remains challenging due to "experiential amnesia," where existing trajectory-driven or reactive…

Long-horizon robotic manipulation poses significant challenges for autonomous systems, requiring extended reasoning, precise execution, and robust error recovery across complex sequential tasks. Current approaches, whether based on static…

Achieving general-purpose robotics requires empowering robots to adapt and evolve based on their environment and feedback. Traditional methods face limitations such as extensive training requirements, difficulties in cross-task…

Robotics · Computer Science 2026-04-23 Jianzong Wang , Botao Zhao , Yayun He , Junqing Peng , Xulong Zhang

In this paper, we present NEMO, a system that translates Natural-language descriptions of decision problems into formal Executable Mathematical Optimization implementations, operating collaboratively with users or autonomously. Existing…

Artificial Intelligence · Computer Science 2026-01-30 Yang Song , Anoushka Vyas , Zirui Wei , Sina Khoshfetrat Pakazad , Henrik Ohlsson , Graham Neubig

Complex agentic AI systems, powered by a coordinated ensemble of Large Language Models (LLMs), tool and memory modules, have demonstrated remarkable capabilities on intricate, multi-turn tasks. However, this success is shadowed by…

Computation and Language · Computer Science 2026-01-07 Guibin Zhang , Haiyang Yu , Kaiming Yang , Bingli Wu , Fei Huang , Yongbin Li , Shuicheng Yan

Embodied Artificial Intelligence (Embodied AI) integrates perception, cognition, planning, and interaction into agents that operate in open-world, safety-critical environments. As these systems gain autonomy and enter domains such as…