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With the advent of artificial intelligence and machine learning, humanoid robots are made to learn a variety of skills which humans possess. One of fundamental skills which humans use in day-to-day activities is performing tasks with…

Robotics · Computer Science 2018-05-10 S Phaniteja , Parijat Dewangan , Pooja Guhan , K Madhava Krishna , Abhishek Sarkar

Recent advances in visuomotor policy learning have enabled robots to perform control directly from visual inputs. Yet, extending such end-to-end learning from single-arm to bimanual manipulation remains challenging due to the need for both…

Robotics · Computer Science 2026-05-14 Xingyu Wang , Pengxiang Ding , Jingkai Xu , Donglin Wang , Zhaoxin Fan

Quadrupedal robots have demonstrated impressive locomotion capabilities in complex environments, but equipping them with autonomous versatile manipulation skills in a scalable way remains a significant challenge. In this work, we introduce…

Bimanual manipulation is critical to many robotics applications. In contrast to single-arm manipulation, bimanual manipulation tasks are challenging due to higher-dimensional action spaces. Prior works leverage large amounts of data and…

Robotics · Computer Science 2024-10-08 I-Chun Arthur Liu , Sicheng He , Daniel Seita , Gaurav Sukhatme

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…

Robotics · Computer Science 2025-03-20 Yutao Ouyang , Jinhan Li , Yunfei Li , Zhongyu Li , Chao Yu , Koushil Sreenath , Yi Wu

Bimanual human activities inherently involve coordinated movements of both hands and body. However, the impact of this coordination in activity understanding has not been systematically evaluated due to the lack of suitable datasets. Such…

Computer Vision and Pattern Recognition · Computer Science 2025-09-30 Tatsuro Banno , Takehiko Ohkawa , Ruicong Liu , Ryosuke Furuta , Yoichi Sato

In hazardous and remote environments, robotic systems perform critical tasks demanding improved safety and efficiency. Among these, quadruped robots with manipulator arms offer mobility and versatility for complex operations. However,…

Real-world household tasks present significant challenges for mobile manipulation robots. An analysis of existing robotics benchmarks reveals that successful task performance hinges on three key whole-body control capabilities: bimanual…

Robotics · Computer Science 2025-08-26 Yunfan Jiang , Ruohan Zhang , Josiah Wong , Chen Wang , Yanjie Ze , Hang Yin , Cem Gokmen , Shuran Song , Jiajun Wu , Li Fei-Fei

Learning dexterous bimanual manipulation policies critically depends on large-scale, high-quality demonstrations, yet current paradigms face inherent trade-offs: teleoperation provides physically grounded data but is prohibitively…

Robotics · Computer Science 2026-04-28 Huayi Zhou , Kui Jia

Background. Bimanual psychomotor proficiency is fundamental to neurosurgical procedures, yet it remains difficult for trainees to acquire and for educators to objectively evaluate performance. In this study, we investigate the feasibility…

Dexterous hands enable concurrent prehensile and nonprehensile manipulation, such as holding one object while interacting with another, a capability essential for everyday tasks yet underexplored in robotics. Learning such long-horizon,…

Robotics · Computer Science 2026-03-17 Hao Jiang , Yue Wu , Yue Wang , Gaurav S. Sukhatme , Daniel Seita

Most existing vision-language manipulation research targets rigid robotic arms, whose fixed morphology limits adaptability in cluttered or confined spaces. Soft robotic arms offer an appealing alternative due to their deformability, but…

Robotics · Computer Science 2026-05-19 Ziyu Wei , Luting Wang , Chen Gao , Li Wen , Si Liu

Imitation learning from human demonstrations is an effective means to teach robots manipulation skills. But data acquisition is a major bottleneck in applying this paradigm more broadly, due to the amount of cost and human effort involved.…

Robotics · Computer Science 2025-03-07 Zhenyu Jiang , Yuqi Xie , Kevin Lin , Zhenjia Xu , Weikang Wan , Ajay Mandlekar , Linxi Fan , Yuke Zhu

Most successes in robotic manipulation have been restricted to single-arm gripper robots, whose low dexterity limits the range of solvable tasks to pick-and-place, inser-tion, and object rearrangement. More complex tasks such as assembly…

Robotic teleoperation is a key technology for a wide variety of applications. It allows sending robots instead of humans in remote, possibly dangerous locations while still using the human brain with its enormous knowledge and creativity,…

Robotics · Computer Science 2021-09-29 Christian Lenz , Sven Behnke

Bimanual manipulation is crucial in robotics, enabling complex tasks in industrial automation and household services. However, it poses significant challenges due to the high-dimensional action space and intricate coordination requirements.…

Achieving generalizable bimanual manipulation requires systems that can learn efficiently from minimal human input while adapting to real-world uncertainties and diverse embodiments. Existing approaches face a dilemma: imitation policy…

Robotics · Computer Science 2026-05-04 Huayi Zhou , Kui Jia

Dexterity is a central yet ambiguously defined concept in the design and evaluation of anthropomorphic robotic hands. In practice, the term is often used inconsistently, with different systems evaluated under disparate criteria, making…

Robotics · Computer Science 2026-04-13 Davide Liconti , Yuning Zhou , Yasunori Toshimitsu , Ronan Hinchet , Robert K. Katzschmann

Generalizable manipulation requires that robots be able to interact with novel objects and environment. This requirement makes manipulation extremely challenging as a robot has to reason about complex frictional interactions with…

Robotics · Computer Science 2024-07-08 Yuki Shirai , Devesh K. Jha , Arvind U. Raghunathan

On-orbit servicing represents a critical frontier in future aerospace engineering, with the manipulation of dynamic non-cooperative targets serving as a key technology. In microgravity environments, objects are typically free-floating,…

Robotics · Computer Science 2026-03-31 Siyi Lang , Hongyi Gao , Yingxin Zhang , Zihao Liu , Hanlin Dong , Zhaoke Ning , Zhiqiang Ma , Panfeng Huang
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