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This paper presents a digital-twin platform for active safety analysis in mixed traffic environments. The platform is built using a multi-modal data-enabled traffic environment constructed from drone-based aerial LiDAR, OpenStreetMap, and…

Robotics · Computer Science 2025-04-28 Hao Zhang , Ximin Yue , Kexin Tian , Sixu Li , Keshu Wu , Zihao Li , Dominique Lord , Yang Zhou

Visualization plays a vital role in making sense of complex network data. Recent studies have shown the potential of using extended reality (XR) for the immersive exploration of networks. The additional depth cues offered by XR help users…

Human-Computer Interaction · Computer Science 2023-01-27 David Bauer , Chengbo Zheng , Oh-Hyun Kwon , Kwan-Liu Ma

In this work, we study how to build a robotic system that can solve multiple 3D manipulation tasks given language instructions. To be useful in industrial and household domains, such a system should be capable of learning new tasks with few…

Robotics · Computer Science 2024-06-14 Ankit Goyal , Valts Blukis , Jie Xu , Yijie Guo , Yu-Wei Chao , Dieter Fox

The generalization of vision-language-action (VLA) models heavily relies on diverse training data. However, acquiring large-scale data for robot manipulation across varied object appearances is costly and labor-intensive. To address this…

Artificial Intelligence · Computer Science 2026-03-17 Zhehao Dong , Xiaofeng Wang , Zheng Zhu , Yirui Wang , Yang Wang , Yukun Zhou , Boyuan Wang , Chaojun Ni , Runqi Ouyang , Wenkang Qin , Xinze Chen , Yun Ye , Guan Huang , Zhen Lu , Yue Yang

Reinforcement Learning (RL) algorithms are often known for sample inefficiency and difficult generalization. Recently, Unsupervised Environment Design (UED) emerged as a new paradigm for zero-shot generalization by simultaneously learning a…

Machine Learning · Computer Science 2024-03-18 Abdus Salam Azad , Izzeddin Gur , Jasper Emhoff , Nathaniel Alexis , Aleksandra Faust , Pieter Abbeel , Ion Stoica

Constructing simulation scenes that are both visually and physically realistic is a problem of practical interest in domains ranging from robotics to computer vision. This problem has become even more relevant as researchers wielding large…

Extended Reality (XR) systems for physical skill training have largely emphasized simulation rather than real-time in-situ instruction. We present WeldAR, an Augmented Reality (AR) system with five learning modules that overlays real-time…

Human-Computer Interaction · Computer Science 2026-03-10 Chuhan Xu , Lia Sparingga Purnamasari , Zhenfang Chen , Daragh Byrne , Dina El-Zanfaly

Learning from demonstrations is effective for robotic manipulation, but collecting sufficient task-specific data remains a major bottleneck. Under distribution shift, small errors compound, performance degrades, and expert time is often…

Intelligent Transportation Systems (ITS) require reliable environmental perception to support safe and efficient transportation. With the rapid development of Vehicle-to-everything (V2X), roadside perception has become an effective means to…

Robotics · Computer Science 2026-05-08 Yuhan Xia , Runxin Zhao , Hanyang Zhuang , Chunxiang Wang , Ming Yang

Robotic systems that aspire to operate in uninstrumented real-world environments must perceive the world directly via onboard sensing. Vision-based learning systems aim to eliminate the need for environment instrumentation by building an…

Robotics · Computer Science 2024-05-14 Patrick Lancaster , Nicklas Hansen , Aravind Rajeswaran , Vikash Kumar

Enabling robots to execute long-horizon manipulation tasks from free-form language instructions remains a fundamental challenge in embodied AI. While vision-language models (VLMs) have shown promise as high-level planners, their deployment…

Robotics · Computer Science 2025-10-01 Zitong Bo , Yue Hu , Jinming Ma , Mingliang Zhou , Junhui Yin , Yachen Kang , Yuqi Liu , Tong Wu , Diyun Xiang , Hao Chen

The core idea in an XR (VR/MR/AR) application is to digitally stimulate one or more sensory systems (e.g. visual, auditory, olfactory) of the human user in an interactive way to achieve an immersive experience. Since the early 2000s…

Graphics · Computer Science 2020-02-26 Hemal Naik , Renaud Bastien , Nassir Navab , Iain Couzin

This perspective reframes human-robot interaction (HRI) through extended reality (XR), arguing that virtual robots powered by large foundation models (FMs) can serve as cognitively grounded, empathic agents. Unlike physical robots,…

Human-Computer Interaction · Computer Science 2026-03-30 Yuchong Zhang , Yong Ma , Danica Kragic

Data scaling has long remained a critical bottleneck in robot learning. For humanoid robots, human videos and motion data are abundant and widely available, offering a free and large-scale data source. Besides, the semantics related to the…

Robotics · Computer Science 2025-12-09 Yuxi Wei , Zirui Wang , Kangning Yin , Yue Hu , Jingbo Wang , Siheng Chen

Traditional industrial robot programming is often complex and time-consuming, typically requiring weeks or even months of effort from expert programmers. Although Programming by Demonstration (PbD) offers a more accessible alternative,…

Robotics · Computer Science 2025-09-16 Shiqi Gong , Sebastian Zudaire , Chi Zhang , Zhen Li

A fundamental challenge in teaching robots is to provide an effective interface for human teachers to demonstrate useful skills to a robot. This challenge is exacerbated in dexterous manipulation, where teaching high-dimensional,…

Robotics · Computer Science 2022-10-13 Sridhar Pandian Arunachalam , Irmak Güzey , Soumith Chintala , Lerrel Pinto

Reliable terrain perception is a critical prerequisite for the deployment of humanoid robots in unstructured, human-centric environments. While traditional systems often rely on manually engineered, single-sensor pipelines, this paper…

Robotics · Computer Science 2026-02-06 Dennis Bank , Joost Cordes , Thomas Seel , Simon F. G. Ehlers

Applications of the Extended Reality (XR) spectrum, a superset of Mixed, Augmented and Virtual Reality, are gaining prominence and can be employed in a variety of areas, such as virtual museums. Examples can be found in the areas of…

Graphics · Computer Science 2021-01-12 Efstratios Geronikolakis , George Papagiannakis

Visual robotic manipulation research and applications often use multiple cameras, or views, to better perceive the world. How else can we utilize the richness of multi-view data? In this paper, we investigate how to learn good…

Robotics · Computer Science 2023-06-01 Younggyo Seo , Junsu Kim , Stephen James , Kimin Lee , Jinwoo Shin , Pieter Abbeel

Extended Reality (XR) is a rapidly growing field offering unique immersive experiences, social networking, learning, and collaboration opportunities. The continuous advancements in XR technology and industry efforts are gradually moving…

Human-Computer Interaction · Computer Science 2023-08-23 Pascal Knierim , Thomas Kosch