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Full integration of robots into real-life applications necessitates their ability to interpret and execute natural language directives from untrained users. Given the inherent variability in human language, equivalent directives may be…

机器人学 · 计算机科学 2025-04-08 Eran Beeri Bamani , Eden Nissinman , Rotem Atari , Nevo Heimann Saadon , Avishai Sintov

The logistics of transporting a package from a storage facility to the consumer's front door usually employs highly specialized robots often times splitting sub-tasks up to different systems, e.g., manipulator arms to sort and wheeled…

机器人学 · 计算机科学 2022-08-25 Taoyuanmin Zhu , Gabriel I. Fernandez , Colin Togashi , Yeting Liu , Dennis Hong

Instant delivery, shipping items before critical deadlines, is essential in daily life. While multiple delivery agents, such as couriers, Unmanned Aerial Vehicles (UAVs), and crowdsourced agents, have been widely employed, each of them…

机器人学 · 计算机科学 2026-04-15 Junhui Gao , Yan Pan , Qianru Wang , Wenzhe Hou , Yiqin Deng , Liangliang Jiang , Yuguang Fang

Robots navigating dynamic, cluttered, and semantically complex environments must integrate perception, symbolic reasoning, and spatial planning to generalize across diverse layouts and object categories. Existing methods often rely on…

机器人学 · 计算机科学 2025-10-14 Ahmed Alanazi , Duy Ho , Yugyung Lee

Programming a robotic is a complex task, as it demands the user to have a good command of specific programming languages and awareness of the robot's physical constraints. We propose a framework that simplifies robot deployment by allowing…

Imagine advanced humanoid robots, powered by multimodal large language models (MLLMs), coordinating missions across industries like warehouse logistics, manufacturing, and safety rescue. While individual robots show local autonomy,…

Lifelong learning offers a promising paradigm of building a generalist agent that learns and adapts over its lifespan. Unlike traditional lifelong learning problems in image and text domains, which primarily involve the transfer of…

人工智能 · 计算机科学 2023-10-17 Bo Liu , Yifeng Zhu , Chongkai Gao , Yihao Feng , Qiang Liu , Yuke Zhu , Peter Stone

In this paper, we propose a leader-follower hierarchical strategy for two robots collaboratively transporting an object in a partially known environment with obstacles. Both robots sense the local surrounding environment and react to…

机器人学 · 计算机科学 2021-07-27 Monimoy Bujarbaruah , Yvonne R. Stürz , Conrad Holda , Karl H. Johansson , Francesco Borrelli

Humanoid robots with behavioral autonomy have consistently been regarded as ideal collaborators in our daily lives and promising representations of embodied intelligence. Compared to fixed-based robotic arms, humanoid robots offer a larger…

机器人学 · 计算机科学 2024-09-04 Jin Wang , Nikos Tsagarakis

Recent advancements in large language models (LLMs) have shown significant promise in various domains, especially robotics. However, most prior LLM-based work in robotic applications either directly predicts waypoints or applies LLMs within…

机器人学 · 计算机科学 2025-10-01 Yue Meng , Fei Chen , Yongchao Chen , Chuchu Fan

We present a decentralized path-planning algorithm for navigating multiple differential-drive robots in dense environments. In contrast to prior decentralized methods, we propose a novel congestion metric-based replanning that couples local…

机器人学 · 计算机科学 2022-02-24 Senthil Hariharan Arul , Dinesh Manocha

This paper presents a novel framework, called PLANTOR (PLanning with Natural language for Task-Oriented Robots), that integrates Large Language Models (LLMs) with Prolog-based knowledge management and planning for multi-robot tasks. The…

人工智能 · 计算机科学 2025-02-27 Enrico Saccon , Ahmet Tikna , Davide De Martini , Edoardo Lamon , Luigi Palopoli , Marco Roveri

Long-horizon collaborative vision-language navigation (VLN) is critical for multi-robot systems to accomplish complex tasks beyond the capability of a single agent. CoNavBench takes a first step by introducing the first collaborative…

机器人学 · 计算机科学 2026-04-15 Sunyao Zhou , Yunzi Wu , Tianhang Wang , Xinhai Li , Guang Chen , Lizheng Liu , Chenjia Bai , Xuelong Li

Practical deployments of coordinated fleets of mobile robots in different environments have revealed the benefits of maintaining small distances between robots, especially as they move at higher speeds. However, this is counter-intuitive in…

机器人学 · 计算机科学 2023-01-20 Namya Bagree , Charles Noren , Damanpreet Singh , Matthew Travers , Bhaskar Vundurthy

Human-robot collaboration requires robots to quickly infer user intent, provide transparent reasoning, and assist users in achieving their goals. Our recent work introduced GUIDER, our framework for inferring navigation and manipulation…

机器人学 · 计算机科学 2025-08-18 Cesar Alan Contreras , Manolis Chiou , Alireza Rastegarpanah , Michal Szulik , Rustam Stolkin

This study introduces intelligent frameworks that use Large Language Models (LLMs) to improve task scheduling for construction robots. The LLM is fed with key data about the desired task, such as agent action abilities, and the desired end…

机器人学 · 计算机科学 2026-05-18 Swayamjit Saha , Subhabrata Das , Haonan Duan , Xiao-Yang Liu

LiDAR relocalization has attracted increasing attention as it can deliver accurate 6-DoF pose estimation in complex 3D environments. Recent learning-based regression methods offer efficient solutions by directly predicting global poses…

计算机视觉与模式识别 · 计算机科学 2026-04-14 Jianshi Wu , Minghang Zhu , Dunqiang Liu , Wen Li , Sheng Ao , Siqi Shen , Chenglu Wen , Cheng Wang

Transferring policies learned in simulation to the real world is a promising strategy for acquiring robot skills at scale. However, sim-to-real approaches typically rely on manual design and tuning of the task reward function as well as the…

机器人学 · 计算机科学 2024-06-05 Yecheng Jason Ma , William Liang , Hung-Ju Wang , Sam Wang , Yuke Zhu , Linxi Fan , Osbert Bastani , Dinesh Jayaraman

How can we imbue robots with the ability to manipulate objects precisely but also to reason about them in terms of abstract concepts? Recent works in manipulation have shown that end-to-end networks can learn dexterous skills that require…

机器人学 · 计算机科学 2021-09-27 Mohit Shridhar , Lucas Manuelli , Dieter Fox

Bridging the gap between natural language commands and autonomous execution in unstructured environments remains an open challenge for robotics. This requires robots to perceive and reason over the current task scene through multiple…

机器人学 · 计算机科学 2025-12-23 Jin Wang , Kim Tien Ly , Jacques Cloete , Nikos Tsagarakis , Ioannis Havoutis