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We introduce a novel virtual robotic toolkit myGym, developed for reinforcement learning (RL), intrinsic motivation and imitation learning tasks trained in a 3D simulator. The trained tasks can then be easily transferred to real-world…

Robotics · Computer Science 2020-12-23 Michal Vavrecka , Nikita Sokovnin , Megi Mejdrechova , Gabriela Sejnova , Marek Otahal

Robotics simulation has been an integral part of research and development in the robotics area. The simulation eliminates the possibility of harm to sensors, motors, and the physical structure of a real robot by enabling robotics…

The mobile robotic testbed is an essential and critical support to verify the effectiveness of mobile robotics research. This paper introduces a novel multi-robot testbed, named Robopheus, which exploits the ideas of virtual-physical…

Robotics · Computer Science 2021-03-09 Xuda Ding , Han Wang , Hongbo Li , Hao Jiang , Jianping He

Versatile robotic caregivers could benefit millions of people worldwide, including older adults and people with disabilities. Recent work has explored how robotic caregivers can learn to interact with people through physics simulations, yet…

Robotics · Computer Science 2020-07-23 Zackory Erickson , Yijun Gu , Charles C. Kemp

As robots become increasingly prominent in diverse industrial settings, the desire for an accessible and reliable system has correspondingly increased. Yet, the task of meaningfully assessing the feasibility of introducing a new robotic…

Robotics · Computer Science 2023-05-26 Minh Q. Tram , Joseph M. Cloud , William J. Beksi

The rapid progress in AI and Robotics may lead to a profound societal transformation, as humans and robots begin to coexist within shared communities, introducing both opportunities and challenges. To explore this future, we present Virtual…

As AI agents leave the lab and venture into the real world as autonomous vehicles, delivery robots, and cooking robots, it is increasingly necessary to design and comprehensively evaluate algorithms that tackle the ``open-world''. To this…

Artificial Intelligence · Computer Science 2024-06-09 Shivam Goel , Yichen Wei , Panagiotis Lymperopoulos , Klara Chura , Matthias Scheutz , Jivko Sinapov

One of the main challenges of advancing task-oriented learning such as visual task planning and reinforcement learning is the lack of realistic and standardized environments for training and testing AI agents. Previously, researchers often…

Human-Computer Interaction · Computer Science 2019-03-15 Xiaofeng Gao , Ran Gong , Tianmin Shu , Xu Xie , Shu Wang , Song-Chun Zhu

As collaborative robots enter industrial shop floors, logistics, and manufacturing, rapid and flexible evaluation of human-machine interaction has become more important. The availability of consumer headsets for virtual and augmented…

Robotics · Computer Science 2022-09-21 Khaled Kassem , Florian Michahelles

Modern Vision-Language Models (VLMs) remain poorly characterized in multi-step visual interactions, particularly in how they integrate perception, memory, and action over long horizons. We introduce VisGym, a gymnasium of 17 environments…

Computer Vision and Pattern Recognition · Computer Science 2026-01-26 Zirui Wang , Junyi Zhang , Jiaxin Ge , Long Lian , Letian Fu , Lisa Dunlap , Ken Goldberg , XuDong Wang , Ion Stoica , David M. Chan , Sewon Min , Joseph E. Gonzalez

There is a sensory gulf between the Earth that humans inhabit and the digital realms in which modern AI agents are created. To develop AI agents that can sense, think, and act as flexibly as humans in real-world settings, it is imperative…

Artificial Intelligence · Computer Science 2024-07-19 Jihan Yang , Runyu Ding , Ellis Brown , Xiaojuan Qi , Saining Xie

We present WebGym, the largest-to-date open-source environment for training realistic visual web agents. Real websites are non-stationary and diverse, making artificial or small-scale task sets insufficient for robust policy learning.…

Machine Learning · Computer Science 2026-05-05 Hao Bai , Alexey Taymanov , Tong Zhang , Aviral Kumar , Spencer Whitehead

Evaluating robot control policies is difficult: real-world testing is costly, and handcrafted simulators require manual effort to improve in realism and generality. We propose a world-model-based policy evaluation environment (WorldGym), an…

Robotics · Computer Science 2025-10-01 Julian Quevedo , Ansh Kumar Sharma , Yixiang Sun , Varad Suryavanshi , Percy Liang , Sherry Yang

Despite promising progress in reinforcement learning (RL), developing algorithms for autonomous driving (AD) remains challenging: one of the critical issues being the absence of an open-source platform capable of training and effectively…

Machine Learning · Computer Science 2021-11-16 Parth Kothari , Christian Perone , Luca Bergamini , Alexandre Alahi , Peter Ondruska

Artificial intelligence (AI) has become a powerful tool for economic research, enabling large-scale simulation and policy optimization. However, applying AI effectively requires simulation platforms for scalable training and evaluation-yet…

General Economics · Economics 2025-06-17 Qirui Mi , Qipeng Yang , Zijun Fan , Wentian Fan , Heyang Ma , Chengdong Ma , Siyu Xia , Bo An , Jun Wang , Haifeng Zhang

Robot teleoperation gains great success in various situations, including chemical pollution rescue, disaster relief, and long-distance manipulation. In this article, we propose a virtual reality (VR) based robot teleoperation system to…

Robotics · Computer Science 2023-08-03 Lingxiao Meng , Jiangshan Liu , Wei Chai , Jiankun Wang , Max Q. -H. Meng

Building human-like agent, which aims to learn and think like human intelligence, has long been an important research topic in AI. To train and test human-like agents, we need an environment that imposes the agent to rich multimodal…

Artificial Intelligence · Computer Science 2021-05-04 Kwanyoung Park , Hyunseok Oh , Youngki Lee

Applying Deep Reinforcement Learning (DRL) to complex tasks in the field of robotics has proven to be very successful in the recent years. However, most of the publications focus either on applying it to a task in simulation or to a task in…

Robotics · Computer Science 2020-11-17 Matteo Lucchi , Friedemann Zindler , Stephan Mühlbacher-Karrer , Horst Pichler

Common sense and social interaction related to daily-life environments are considerably important for autonomous robots, which support human activities. One of the practical approaches for acquiring such social interaction skills and…

Robotics · Computer Science 2020-05-05 Tetsunari Inamura , Yoshiaki Mizuchi

Interaction in virtual reality (VR) environments is essential to achieve a pleasant and immersive experience. Most of the currently existing VR applications, lack of robust object grasping and manipulation, which are the cornerstone of…

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