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We present a large language model (LLM) based system to empower quadrupedal robots with problem-solving abilities for long-horizon tasks beyond short-term motions. Long-horizon tasks for quadrupeds are challenging since they require both a…

机器人学 · 计算机科学 2025-03-20 Yutao Ouyang , Jinhan Li , Yunfei Li , Zhongyu Li , Chao Yu , Koushil Sreenath , Yi Wu

Enabling humanoid robots to perform autonomously loco-manipulation in unstructured environments is crucial and highly challenging for achieving embodied intelligence. This involves robots being able to plan their actions and behaviors in…

机器人学 · 计算机科学 2024-08-16 Jin Wang , Arturo Laurenzi , Nikos Tsagarakis

We propose LEO-RobotAgent, a general-purpose language-driven intelligent agent framework for robots. Under this framework, LLMs can operate different types of robots to complete unpredictable complex tasks across various scenarios. This…

机器人学 · 计算机科学 2026-04-16 Lihuang Chen , Xiangyu Luo , Jun Meng

Enabling humanoid robots to reliably execute complex multi-step manipulation tasks is crucial for their effective deployment in industrial and household environments. This paper presents a hierarchical planning and control framework…

机器人学 · 计算机科学 2025-07-11 André Schakkal , Ben Zandonati , Zhutian Yang , Navid Azizan

Deploying humanoid robots in real-world settings is fundamentally challenging, as it demands tight integration of perception, locomotion, and manipulation under partial-information observations and dynamically changing environments. As well…

机器人学 · 计算机科学 2026-02-05 Yu Bai , MingMing Yu , Chaojie Li , Ziyi Bai , Xinlong Wang , Börje F. Karlsson

Building autonomous robotic agents capable of achieving human-level performance in real-world embodied tasks is an ultimate goal in humanoid robot research. Recent advances have made significant progress in high-level cognition with…

机器人学 · 计算机科学 2025-05-13 Haoqi Yuan , Yu Bai , Yuhui Fu , Bohan Zhou , Yicheng Feng , Xinrun Xu , Yi Zhan , Börje F. Karlsson , Zongqing Lu

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…

机器人学 · 计算机科学 2026-04-10 Peiran Xu , Jiaqi Zheng , Yadong Mu

In this paper, we explore spatial-aware humanoid whole-body manipulation task. Compared with tabletop settings, this task poses two key challenges: 1) Spatial understanding is challenging in complex 3D environments with diverse spatial…

机器人学 · 计算机科学 2026-05-21 Zhizhao Liang , Yi-Lin Wei , Xuhang Chen , Mu Lin , Yi-Xiang He , Zhexi Luo , Jun-Hui Liu , Kun-Yu Lin , Wei-Shi Zheng

We introduce LHM-Humanoid, a benchmark and learning framework for long-horizon whole-body humanoid loco-manipulation in diverse, cluttered scenes. In our setting, multiple objects are displaced from their intended locations and may obstruct…

机器人学 · 计算机科学 2026-03-06 Haozhuo Zhang , Jingkai Sun , Michele Caprio , Jian Tang , Shanghang Zhang , Qiang Zhang , Wei Pan

This study proposes an intelligent multi-agent framework built on LLMs and VLMs and specifically tailored to robotics. The goal is to integrate the strengths of LLMs and VLMs with computational tools to automatically analyze and solve…

机器人学 · 计算机科学 2026-02-17 Hamid Khabazi , Ali F. Meghdari , Alireza Taheri

Humanoid agents often struggle to handle flexible and diverse interactions in open environments. A common solution is to collect massive datasets to train a highly capable model, but this approach can be prohibitively expensive. In this…

机器人学 · 计算机科学 2025-11-04 Yingzhao Jian , Zhongan Wang , Yi Yang , Hehe Fan

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

Human-Robot Collaboration (HRC) plays an important role in assembly tasks by enabling robots to plan and adjust their motions based on interactive, real-time human instructions. However, such instructions are often linguistically ambiguous…

机器人学 · 计算机科学 2026-02-17 Taichi Kato , Takuya Kiyokawa , Namiko Saito , Kensuke Harada

Vision-language-action (VLA) models are effective robot action executors, but they remain limited on long-horizon tasks due to the dual burden of extended closed-loop planning and diverse physical operations. We therefore propose…

机器人学 · 计算机科学 2026-05-14 Zixing Lei , Changxing Liu , Yichen Xiong , Minhao Xiong , Yuanzhuo Ding , Zhipeng Zhang , Weixin Li , Siheng Chen

Humanoid robots require precise locomotion and dexterous manipulation to perform challenging loco-manipulation tasks. Yet existing approaches, modular or end-to-end, are deficient in manipulation-aware locomotion. This confines the robot to…

机器人学 · 计算机科学 2025-12-16 Haoran Jiang , Jin Chen , Qingwen Bu , Li Chen , Modi Shi , Yanjie Zhang , Delong Li , Chuanzhe Suo , Chuang Wang , Zhihui Peng , Hongyang Li

Solving long-horizon tasks requires robots to integrate high-level semantic reasoning with low-level physical interaction. While vision-language models (VLMs) and video generation models can decompose tasks and imagine outcomes, they often…

机器人学 · 计算机科学 2026-02-24 Jiahui Fu , Junyu Nan , Lingfeng Sun , Hongyu Li , Jianing Qian , Jennifer L. Barry , Kris Kitani , George Konidaris

Task planning for robotic manipulation with large language models (LLMs) is an emerging area. Prior approaches rely on specialized models, fine tuning, or prompt tuning, and often operate in an open loop manner without robust environmental…

Recent advances in vision language models (VLMs) have shown strong potential for spatial reasoning and 3D scene layout generation from open-ended language instructions. However, generating layouts that are not only semantically coherent but…

人工智能 · 计算机科学 2026-03-10 Ali Shamsaddinlou

Humanoid robots are increasingly demanded to operate in interactive and human-surrounded environments while achieving sophisticated locomotion and manipulation tasks. To accomplish these tasks, roboticists unremittingly seek for advanced…

机器人学 · 计算机科学 2018-11-28 Ye Zhao

Vision-Language-Action (VLA) models have achieved notable success but often struggle with limited generalizations. To address this, integrating generalized Vision-Language Models (VLMs) as assistants to VLAs has emerged as a popular…

机器人学 · 计算机科学 2025-09-30 Zhihao Wang , Jianxiong Li , Jinliang Zheng , Wencong Zhang , Dongxiu Liu , Yinan Zheng , Haoyi Niu , Junzhi Yu , Xianyuan Zhan
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