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Enabling humanoid robots to perform agile and adaptive interactive tasks has long been a core challenge in robotics. Current approaches are bottlenecked by either the scarcity of realistic interaction data or the need for meticulous,…

机器人学 · 计算机科学 2026-02-03 Yinhuai Wang , Qihan Zhao , Yuen Fui Lau , Runyi Yu , Hok Wai Tsui , Qifeng Chen , Jingbo Wang , Jiangmiao Pang , Ping Tan

Balancing and push-recovery are essential capabilities enabling humanoid robots to solve complex locomotion tasks. In this context, classical control systems tend to be based on simplified physical models and hard-coded strategies. Although…

Achieving human-like dexterous manipulation remains a major challenge for general-purpose robots. While Vision-Language-Action (VLA) models show potential in learning skills from demonstrations, their scalability is limited by scarce…

机器人学 · 计算机科学 2025-12-16 Yu Cui , Yujian Zhang , Lina Tao , Yang Li , Xinyu Yi , Zhibin Li

Whole-body manipulation is a powerful yet underexplored approach that enables robots to interact with large, heavy, or awkward objects using more than just their end-effectors. Soft robots, with their inherent passive compliance, are…

机器人学 · 计算机科学 2025-09-30 Curtis C. Johnson , Carlo Alessi , Egidio Falotico , Marc D. Killpack

A desirable property of autonomous agents is the ability to both solve long-horizon problems and generalize to unseen tasks. Recent advances in data-driven skill learning have shown that extracting behavioral priors from offline data can…

机器学习 · 计算机科学 2022-03-11 Kourosh Hakhamaneshi , Ruihan Zhao , Albert Zhan , Pieter Abbeel , Michael Laskin

Whole-body humanoid motion represents a fundamental challenge in robotics, requiring balance, coordination, and adaptability to enable human-like behaviors. However, existing methods typically require multiple training samples per motion,…

机器人学 · 计算机科学 2026-04-08 Hao Huang , Geeta Chandra Raju Bethala , Shuaihang Yuan , Congcong Wen , Mengyu Wang , Anthony Tzes , Yi Fang

Teleoperation offers a promising approach to robotic data collection and human-robot interaction. However, existing teleoperation methods for data collection are still limited by efficiency constraints in time and space, and the pipeline…

机器人学 · 计算机科学 2025-04-30 Yanwen Zou , Junda Huang , Boyuan Liang , Honghao Guo , Zhengyang Liu , Xin Ma , Jianshu Zhou , Masayoshi Tomizuka

Humanoid robotics research depends on capable robot platforms, but recently developed advanced platforms are often not available to other research groups, expensive, dangerous to operate, or closed-source. The lack of available platforms…

We tackle the challenges of synthesizing versatile, physically simulated human motions for full-body object manipulation. Unlike prior methods that are focused on detailed motion tracking, trajectory following, or teleoperation, our…

机器人学 · 计算机科学 2025-12-12 Chen Tessler , Yifeng Jiang , Erwin Coumans , Zhengyi Luo , Gal Chechik , Xue Bin Peng

Distilling knowledge from human demonstrations is a promising way for robots to learn and act. Existing methods, which often rely on coarsely-aligned video pairs, are typically constrained to learning global or task-level features. As a…

机器人学 · 计算机科学 2025-11-18 Sicheng Xie , Haidong Cao , Zejia Weng , Zhen Xing , Haoran Chen , Shiwei Shen , Jiaqi Leng , Zuxuan Wu , Yu-Gang Jiang

Recent work introduced the concept of human teleoperation (HT), where the remote robot typically considered in conventional bilateral teleoperation is replaced by a novice person wearing a mixed reality head mounted display and tracking the…

机器人学 · 计算机科学 2024-10-15 David Gregory Black , Septimiu Salcudean

This paper addresses the scarcity of large-scale datasets for accurate object-in-hand pose estimation, which is crucial for robotic in-hand manipulation within the ``Perception-Planning-Control" paradigm. Specifically, we introduce VinT-6D,…

This paper presents Adaptive Whole-body Loco-Manipulation, AdaptManip, a fully autonomous framework for humanoid robots to perform integrated navigation, object lifting, and delivery. Unlike prior imitation learning-based approaches that…

机器人学 · 计算机科学 2026-02-17 Morgan Byrd , Donghoon Baek , Kartik Garg , Hyunyoung Jung , Daesol Cho , Maks Sorokin , Robert Wright , Sehoon Ha

The quest to build a generalist robotic system is impeded by the scarcity of diverse and high-quality data. While real-world data collection effort exist, requirements for robot hardware, physical environment setups, and frequent resets…

机器人学 · 计算机科学 2024-11-05 Younghyo Park , Jagdeep Singh Bhatia , Lars Ankile , Pulkit Agrawal

With academic and commercial interest for humanoid robots peaking, multiple platforms are being developed. Through a high level of customization, they showcase impressive performance. Most of these systems remain closed-source or have high…

机器人学 · 计算机科学 2025-09-12 Grzegorz Ficht , Luis Denninger , Sven Behnke

Whole-body humanoid teleoperation enables humans to remotely control humanoid robots, serving as both a real-time operational tool and a scalable engine for collecting demonstrations for autonomous learning. Despite recent advances,…

机器人学 · 计算机科学 2026-03-17 Yixuan Li , Le Ma , Yutang Lin , Yushi Du , Mengya Liu , Kaizhe Hu , Jieming Cui , Yixin Zhu , Wei Liang , Baoxiong Jia , Siyuan Huang

Whole-body control for humanoids is challenging due to the high-dimensional nature of the problem, coupled with the inherent instability of a bipedal morphology. Learning from visual observations further exacerbates this difficulty. In this…

机器学习 · 计算机科学 2025-05-16 Nicklas Hansen , Jyothir S , Vlad Sobal , Yann LeCun , Xiaolong Wang , Hao Su

Large, richly annotated datasets have accelerated progress in fields such as computer vision and natural language processing, but replicating these successes in robotics has been challenging. While prior data collection methodologies such…

Humanoid robots are capable of performing various actions such as greeting, dancing and even backflipping. However, these motions are often hard-coded or specifically trained, which limits their versatility. In this work, we present…

Humanoid robots can support human workers in physically demanding environments by performing tasks that require whole-body coordination, such as lifting and transporting heavy objects.These tasks, which we refer to as Dynamic Mobile…

机器人学 · 计算机科学 2025-05-27 Amartya Purushottam , Jack Yan , Christopher Yu , Joao Ramos