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Related papers: CLAW: Composable Language-Annotated Whole-body Mot…

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Humanoid robots are promising to acquire various skills by imitating human behaviors. However, existing algorithms are only capable of tracking smooth, low-speed human motions, even with delicate reward and curriculum design. This paper…

Robotics · Computer Science 2025-10-28 Weiji Xie , Jinrui Han , Jiakun Zheng , Huanyu Li , Xinzhe Liu , Jiyuan Shi , Weinan Zhang , Chenjia Bai , Xuelong Li

Humans rarely plan whole-body interactions with objects at the level of explicit whole-body movements. High-level intentions, such as affordance, define the goal, while coordinated balance, contact, and manipulation can emerge naturally…

Computer Vision and Pattern Recognition · Computer Science 2026-02-06 Sirui Xu , Samuel Schulter , Morteza Ziyadi , Xialin He , Xiaohan Fei , Yu-Xiong Wang , Liangyan Gui

Simultaneous locomotion and manipulation enables robots to interact with their environment beyond the constraints of a fixed base. However, coordinating legged locomotion with arm manipulation, while considering safety and compliance during…

Robotics · Computer Science 2026-03-04 Alexander Schperberg , Yeping Wang , Stefano Di Cairano

To make robots accessible to a broad audience, it is critical to endow them with the ability to take universal modes of communication, like commands given in natural language, and extract a concrete desired task specification, defined using…

Computation and Language · Computer Science 2023-03-22 Jiayi Pan , Glen Chou , Dmitry Berenson

Generalist Vision-Language-Action models are currently hindered by the scarcity of robotic data compared to the abundance of human video demonstrations. Existing Latent Action Models attempt to leverage video data but often suffer from…

Robotics · Computer Science 2026-01-08 Chubin Zhang , Jianan Wang , Zifeng Gao , Yue Su , Tianru Dai , Cai Zhou , Jiwen Lu , Yansong Tang

Learning to generate diverse scene-aware and goal-oriented human motions in 3D scenes remains challenging due to the mediocre characteristics of the existing datasets on Human-Scene Interaction (HSI); they only have limited scale/quality…

Computer Vision and Pattern Recognition · Computer Science 2022-10-19 Zan Wang , Yixin Chen , Tengyu Liu , Yixin Zhu , Wei Liang , Siyuan Huang

Coordinating a team of robots to reposition multiple objects in cluttered environments requires reasoning jointly about where robots should establish contact, how to manipulate objects once contact is made, and how to navigate safely and…

Dense large language models(LLMs) face critical efficiency bottlenecks as they rigidly activate all parameters regardless of input complexity. While existing sparsity methods(static pruning or dynamic activation) address this partially,…

Computation and Language · Computer Science 2025-02-27 Yiheng Yang , Yujie Wang , Chi Ma , Lei Yu , Emmanuele Chersoni , Chu-Ren Huang

Human motion generation and editing are key components of computer vision. However, current approaches in this field tend to offer isolated solutions tailored to specific tasks, which can be inefficient and impractical for real-world…

Computer Vision and Pattern Recognition · Computer Science 2025-07-23 Ziyan Guo , Zeyu Hu , De Wen Soh , Na Zhao

Cutting-edge robot learning techniques including foundation models and imitation learning from humans all pose huge demands on large-scale and high-quality datasets which constitute one of the bottleneck in the general intelligent robot…

Robotics · Computer Science 2026-04-27 Shuo Jiang , Haonan Li , Ruochen Ren , Yanmin Zhou , Zhipeng Wang , Bin He

Human motion provides rich priors for training general-purpose humanoid control policies, but raw demonstrations are often incompatible with a robot's kinematics and dynamics, limiting their direct use. We present a two-stage pipeline for…

Robotics · Computer Science 2026-03-13 Hanwen Wang , Qiayuan Liao , Bike Zhang , Kunzhao Ren , Koushil Sreenath , Xiaobin Xiong

Humanoid robots could benefit from using their upper bodies for support contacts, enhancing their workspace, stability, and ability to perform contact-rich and pushing tasks. In this paper, we propose a unified approach that combines an…

Robotics · Computer Science 2024-10-22 Quentin Rouxel , Andrea Ferrari , Serena Ivaldi , Jean-Baptiste Mouret

We present SLoMo: a first-of-its-kind framework for transferring skilled motions from casually captured "in the wild" video footage of humans and animals to legged robots. SLoMo works in three stages: 1) synthesize a physically plausible…

Robotics · Computer Science 2023-09-06 John Z. Zhang , Shuo Yang , Gengshan Yang , Arun L. Bishop , Deva Ramanan , Zachary Manchester

Text-driven human motion generation aims to synthesize realistic motion sequences that follow textual descriptions. Despite recent advances, accurately aligning motion dynamics with textual semantics remains a fundamental challenge. In this…

Computer Vision and Pattern Recognition · Computer Science 2026-04-06 Ruxi Gu , Zilei Wang , Wei Wang

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…

Robotics · Computer Science 2024-08-16 Jin Wang , Arturo Laurenzi , Nikos Tsagarakis

A long-standing objective in humanoid robotics is the realization of versatile agents capable of following diverse multimodal instructions with human-level flexibility. Despite advances in humanoid control, bridging high-level multimodal…

Computer Vision and Pattern Recognition · Computer Science 2026-01-01 Nan Jiang , Zimo He , Wanhe Yu , Lexi Pang , Yunhao Li , Hongjie Li , Jieming Cui , Yuhan Li , Yizhou Wang , Yixin Zhu , Siyuan Huang

Achieving versatile and naturalistic whole-body control for humanoid robot scene-interaction remains a significant challenge. While some recent works have demonstrated autonomous humanoid interactive control, they are constrained to rigid…

Robotics · Computer Science 2026-03-11 Haoran Yang , Jiacheng Bao , Yucheng Xin , Haoming Song , Yuyang Tian , Bin Zhao , Dong Wang , Xuelong Li

The ability to track general whole-body motions in the real world is a useful way to build general-purpose humanoid robots. However, achieving this can be challenging due to the temporal and kinematic diversity of the motions, the policy's…

Robotics · Computer Science 2025-09-05 Zixuan Chen , Mazeyu Ji , Xuxin Cheng , Xuanbin Peng , Xue Bin Peng , Xiaolong Wang

Robots are good at performing repetitive tasks in modern manufacturing industries. However, robot motions are mostly planned and preprogrammed with a notable lack of adaptivity to task changes. Even for slightly changed tasks, the whole…

Systems and Control · Electrical Eng. & Systems 2022-07-04 Tian Yu , Qing Chang

We present DreamToNav, a novel autonomous robot framework that uses generative video models to enable intuitive, human-in-the-loop control. Instead of relying on rigid waypoint navigation, users provide natural language prompts (e.g.…

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