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Advances in large vision-language models (VLMs) have stimulated growing interest in vision-language-action (VLA) systems for robot manipulation. However, existing manipulation datasets remain costly to curate, highly embodiment-specific,…

Robotics · Computer Science 2026-02-11 Hao Li , Ziqin Wang , Zi-han Ding , Shuai Yang , Yilun Chen , Yang Tian , Xiaolin Hu , Tai Wang , Dahua Lin , Feng Zhao , Si Liu , Jiangmiao Pang

Bimanual coordination is essential for many real-world manipulation tasks, yet learning bimanual robot policies is limited by the scarcity of bimanual robots and datasets. Single-arm robots, however, are widely available in research labs.…

Robotics · Computer Science 2026-05-29 Sandeep Bajamahal , Lawrence Yunliang Chen , Toru Lin , Zehan Ma , Jitendra Malik , Ken Goldberg

Optimizing and refining action execution through exploration and interaction is a promising way for robotic manipulation. However, practical approaches to interaction-driven robotic learning are still underexplored, particularly for…

Robotics · Computer Science 2025-09-24 Yibo Peng , Jiahao Yang , Shenhao Yan , Ziyu Huang , Shuang Li , Shuguang Cui , Yiming Zhao , Yatong Han

To understand and collaborate with humans, robots must account for individual human traits, habits, and activities over time. However, most robotic assistants lack these abilities, as they primarily focus on predefined tasks in structured…

Robotics · Computer Science 2025-10-28 Chenyang Ma , Kai Lu , Ruta Desai , Xavier Puig , Andrew Markham , Niki Trigoni

Humanoid robots, as general-purpose physical agents, must integrate both intelligent control and adaptive morphology to operate effectively in diverse real-world environments. While recent research has focused primarily on optimizing…

Robotics · Computer Science 2025-10-06 Guiliang Liu , Bo Yue , Yi Jin Kim , Kui Jia

This paper presents MicroRoboScope, a portable, compact, and versatile microrobotic experimentation platform designed for real-time, closed-loop control of both magnetic and acoustic microrobots. The system integrates an embedded computer,…

Robotics · Computer Science 2025-10-14 Max Sokolich , Yanda Yang , Subrahmanyam Cherukumilli , Fatma Ceren Kirmizitas , Sambeeta Das

Deploying robots at scale demands robustness to the long tail of everyday situations. The countless variations in scene layout, object geometry, and task specifications that characterize real environments are vast and underrepresented in…

Spatial understanding is a crucial capability that enables robots to perceive their surroundings, reason about their environment, and interact with it meaningfully. In modern robotics, these capabilities are increasingly provided by…

Computer Vision and Pattern Recognition · Computer Science 2026-02-19 Chan Hee Song , Valts Blukis , Jonathan Tremblay , Stephen Tyree , Yu Su , Stan Birchfield

In embodied intelligence, the embodiment gap between robotic and human hands brings significant challenges for learning from human demonstrations. Although some studies have attempted to bridge this gap using reinforcement learning, they…

Data cleaning is a crucial yet challenging task in data analysis, often requiring significant manual effort. To automate data cleaning, previous systems have relied on statistical rules derived from erroneous data, resulting in low accuracy…

Databases · Computer Science 2024-10-22 Shuo Zhang , Zezhou Huang , Eugene Wu

Eye-in-hand cameras have shown promise in enabling greater sample efficiency and generalization in vision-based robotic manipulation. However, for robotic imitation, it is still expensive to have a human teleoperator collect large amounts…

Robotics · Computer Science 2023-07-13 Moo Jin Kim , Jiajun Wu , Chelsea Finn

We present RoMoCo, an open-source C++ toolbox for the synthesis and evaluation of reduced-order model-based planners and whole-body controllers for bipedal and humanoid robots. RoMoCo's modular architecture unifies state-of-the-art planners…

Robotics · Computer Science 2025-09-25 Min Dai , Aaron D. Ames

Robots that can operate autonomously in a human living environment are necessary to have the ability to handle various tasks flexibly. One crucial element is coordinated bimanual movements that enable functions that are difficult to perform…

Robotics · Computer Science 2025-03-19 Tomohiro Motoda , Ryo Hanai , Ryoichi Nakajo , Masaki Murooka , Floris Erich , Yukiyasu Domae

Modern machine learning systems rely on large datasets to attain broad generalization, and this often poses a challenge in robot learning, where each robotic platform and task might have only a small dataset. By training a single policy…

Robotics · Computer Science 2024-08-22 Ria Doshi , Homer Walke , Oier Mees , Sudeep Dasari , Sergey Levine

Increasingly large imitation learning datasets are being collected with the goal of training foundation models for robotics. However, despite the fact that data selection has been of utmost importance in vision and natural language…

Robotics · Computer Science 2025-02-24 Joey Hejna , Chethan Bhateja , Yichen Jiang , Karl Pertsch , Dorsa Sadigh

We introduce World In Your Hands (WIYH), a large-scale open-source ecosystem comprising over 1,000 hours of human manipulation data collected in-the-wild with millimeter-scale motion accuracy. Specifically, WIYH includes (1) the Oracle…

Recently, human-computer interaction with various modalities has shown promising applications, like GPT-4o and Gemini. Given the foundational role of multimodal joint representation in understanding and generation pipelines, high-quality…

Computer Vision and Pattern Recognition · Computer Science 2024-07-17 Zehan Wang , Ziang Zhang , Hang Zhang , Luping Liu , Rongjie Huang , Xize Cheng , Hengshuang Zhao , Zhou Zhao

Learning robot manipulation from abundant human videos offers a scalable alternative to costly robot-specific data collection. However, domain gaps across visual, morphological, and physical aspects hinder direct imitation. To effectively…

Robotics · Computer Science 2025-09-16 Yangcen Liu , Woo Chul Shin , Yunhai Han , Zhenyang Chen , Harish Ravichandar , Danfei Xu

We introduce $\Psi_0$ (Psi-Zero), an open foundation model to address challenging humanoid loco-manipulation tasks. While existing approaches often attempt to address this fundamental problem by co-training on large and diverse human and…

As robots transition from controlled settings to unstructured human environments, building generalist agents that can reliably follow natural language instructions remains a central challenge. Progress in robust mobile manipulation requires…