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Training general-purpose robots requires learning from large and diverse data sources. Current approaches rely heavily on teleoperated demonstrations which are difficult to scale. We present a scalable framework for training manipulation…

Robotics · Computer Science 2026-05-29 Marion Lepert , Jiaying Fang , Jeannette Bohg

In recent years, the Robot Operating System (ROS) is developing rapidly and has been widely used in robotics research because of its flexible, open source, and extensive advantages. In scientific research, the corresponding hardware…

Robotics · Computer Science 2018-04-10 Liulong Ma , Yibo Gao , ChuanMing Zhu , Yanjie Liu

In recent years, Multimodal Large Language Models (MLLMs) have demonstrated the ability to serve as high-level planners, enabling robots to follow complex human instructions. However, their effectiveness, especially in long-horizon tasks…

Large policies pretrained on diverse robot datasets have the potential to transform robotic learning: instead of training new policies from scratch, such generalist robot policies may be finetuned with only a little in-domain data, yet…

Human demonstrations collected by wearable devices (e.g., tactile gloves) provide fast and dexterous supervision for policy learning, and are guided by rich, natural tactile feedback. However, a key challenge is how to transfer…

Humanoid robots, with their human-like form, are uniquely suited for interacting in environments built for people. However, enabling humanoids to reason, plan, and act in complex open-world settings remains a challenge. World models, models…

Robotics · Computer Science 2025-07-10 Muhammad Qasim Ali , Aditya Sridhar , Shahbuland Matiana , Alex Wong , Mohammad Al-Sharman

Large-scale endeavors like and widespread community efforts such as Open-X-Embodiment have contributed to growing the scale of robot demonstration data. However, there is still an opportunity to improve the quality, quantity, and diversity…

Robotics · Computer Science 2024-08-30 Jiafei Duan , Wentao Yuan , Wilbert Pumacay , Yi Ru Wang , Kiana Ehsani , Dieter Fox , Ranjay Krishna

Postoperative follow-up plays a crucial role in monitoring recovery and identifying complications. However, traditional approaches, typically involving bedside interviews and manual documentation, are time-consuming and labor-intensive.…

Human-Computer Interaction · Computer Science 2025-07-22 Chen Chen , Jianing Yin , Jiannong Cao , Zhiyuan Wen , Mingjin Zhang , Weixun Gao , Xiang Wang , Haihua Shu

Children's emotional development fundamentally relies on secure attachment relationships, yet current AI companions lack the theoretical foundation to provide developmentally appropriate emotional support. We introduce DinoCompanion, the…

Artificial Intelligence · Computer Science 2025-06-17 Boyang Wang , Yuhao Song , Jinyuan Cao , Peng Yu , Hongcheng Guo , Zhoujun Li

One of the inherent limitations of current AI systems, stemming from the passive learning mechanisms (e.g., supervised learning), is that they perform well on labeled datasets but cannot deduce knowledge on their own. To tackle this…

Artificial Intelligence · Computer Science 2021-01-28 Kwanyoung Park , Junseok Park , Hyunseok Oh , Byoung-Tak Zhang , Youngki Lee

Scaling Vision-Language-Action models for embodied manipulation demands large volumes of diverse manipulation data, yet the high cost of commercial mobile manipulators and teleoperation interfaces that are difficult to deploy at scale…

Robotics · Computer Science 2026-05-06 Haiqin Cui , Yifu Yuan , Yan Zheng , Jianye Hao

We present BlenderBot 3, a 175B parameter dialogue model capable of open-domain conversation with access to the internet and a long-term memory, and having been trained on a large number of user defined tasks. We release both the model…

We present M, an open-source, low-cost social robot platform designed to reduce platform friction that slows social robotics research by making robots easier to reproduce, modify, and deploy in real-world settings. M combines a modular…

Robotics · Computer Science 2026-03-20 Victor Nikhil Antony , Zhili Gong , Yoonjae Kim , Chien-Ming Huang

The deployment of humanoid robots for dexterous manipulation in unstructured environments remains challenging due to perceptual limitations that constrain the effective workspace. In scenarios where physical constraints prevent the robot…

Robotics · Computer Science 2026-03-09 Pei Qu , Zheng Li , Yufei Jia , Ziyun Liu , Liang Zhu , Haoang Li , Jinni Zhou , Jun Ma

We present a scalable framework for cross-embodiment humanoid robot control by learning a shared latent representation that unifies motion across humans and diverse humanoid platforms, including single-arm, dual-arm, and legged humanoid…

Robotics · Computer Science 2026-01-23 Yashuai Yan , Dongheui Lee

OpenPodcar is a low-cost, open source hardware and software, autonomous vehicle research platform based on an off-the-shelf, hard-canopy, mobility scooter donor vehicle. Hardware and software build instructions are provided to convert the…

Robotics · Computer Science 2023-09-27 Fanta Camara , Chris Waltham , Grey Churchill , Charles Fox

Currently, mobile robots are developing rapidly and are finding numerous applications in the industry. However, several problems remain related to their practical use, such as the need for expensive hardware and high power consumption…

Robotics · Computer Science 2022-12-14 Taekyung Kim , Seunghyun Lim , Gwanjun Shin , Geonhee Sim , Dongwon Yun

Autonomous nano-drones, powered by vision-based tiny machine learning (TinyML) models, are a novel technology gaining momentum thanks to their broad applicability and pushing scientific advancement on resource-limited embedded systems.…

Robotics · Computer Science 2026-04-28 Elia Cereda , Alessandro Giusti , Daniele Palossi

Embodied intelligence seamlessly integrates vision, language, and action.~However, most multimodal robotic models rely on massive fine-tuning, incurring high time and hardware costs.~To address this, we introduce RoboBERT, an end-to-end…

Robotics · Computer Science 2025-05-02 Sicheng Wang , Sheng Liu , Weiheng Wang , Jianhua Shan , Bin Fang