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Related papers: Undergraduate Robotics Education with General Inst…

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While the exploration for embodied AI has spanned multiple decades, it remains a persistent challenge to endow agents with human-level intelligence, including perception, learning, reasoning, decision-making, control, and generalization…

Robotics · Computer Science 2024-02-07 Zhiyuan Xu , Kun Wu , Junjie Wen , Jinming Li , Ning Liu , Zhengping Che , Jian Tang

While reinforcement learning provides an appealing formalism for learning individual skills, a general-purpose robotic system must be able to master an extensive repertoire of behaviors. Instead of learning a large collection of skills…

Robotics · Computer Science 2019-10-28 Ashvin Nair , Shikhar Bahl , Alexander Khazatsky , Vitchyr Pong , Glen Berseth , Sergey Levine

Building general-purpose robots to perform a diverse range of tasks in a large variety of environments in the physical world at the human level is extremely challenging. It requires the robot learning to be sample-efficient, generalizable,…

Robotics · Computer Science 2022-03-03 Jun Lv , Qiaojun Yu , Lin Shao , Wenhai Liu , Wenqiang Xu , Cewu Lu

As robots become more adaptable, responsive, and capable of interacting with humans, the design of effective human-robot collaboration becomes critical. Yet, this design process is typically led by monodisciplinary approaches, often…

Physical intelligence holds immense promise for advancing embodied intelligence, enabling robots to acquire complex behaviors from demonstrations. However, achieving generalization and transfer across diverse robotic platforms and…

Robotics · Computer Science 2025-03-10 Yu Zhao , Huxian Liu , Xiang Chen , Jiankai Sun , Jiahuan Yan , Luhui Hu

This document serves as a position paper that outlines the authors' vision for a potential pathway towards generalist robots. The purpose of this document is to share the excitement of the authors with the community and highlight a…

Robotics · Computer Science 2023-08-31 Zhou Xian , Theophile Gervet , Zhenjia Xu , Yi-Ling Qiao , Tsun-Hsuan Wang , Yian Wang

With limited time available in the classroom, e-learning tools can supplement in-class learning by providing opportunities for students to study and learn outside of class. Such tools can be especially helpful for students who lack adequate…

Physics Education · Physics 2020-08-05 Emily Marshman , Seth DeVore , Chandralekha Singh

The application of deep learning in robotics leads to very specific problems and research questions that are typically not addressed by the computer vision and machine learning communities. In this paper we discuss a number of…

Typical educational robotics approaches rely on imperative programming for robot navigation. However, with the increasing presence of AI in everyday life, these approaches miss an opportunity to introduce machine learning (ML) techniques…

Human-Computer Interaction · Computer Science 2022-07-20 Griffin Dietz , Jennifer King Chen , Jazbo Beason , Matthew Tarrow , Adriana Hilliard , R. Benjamin Shapiro

As robots and other intelligent agents move from simple environments and problems to more complex, unstructured settings, manually programming their behavior has become increasingly challenging and expensive. Often, it is easier for a…

Robotics · Computer Science 2018-11-19 Takayuki Osa , Joni Pajarinen , Gerhard Neumann , J. Andrew Bagnell , Pieter Abbeel , Jan Peters

Despite outstanding success in vision amongst other domains, many of the recent deep learning approaches have evident drawbacks for robots. This manuscript surveys recent work in the literature that pertain to applying deep learning systems…

Robotics · Computer Science 2016-11-02 Jay M. Wong

Creating a standardized introduction course becomes more critical as the field of human-robot interaction (HRI) becomes more established. This paper outlines the key components necessary to provide an undergraduate with a sufficient…

Robotics · Computer Science 2025-09-04 Alexis E. Block

Recently, introducing computer science and educational robots in compulsory education has received increasing attention. However, the use of screens in classrooms is often met with resistance, especially in primary school. To address this…

Robot learning approaches such as behavior cloning and reinforcement learning have shown great promise in synthesizing robot skills from human demonstrations in specific environments. However, these approaches often require task-specific…

Robotics · Computer Science 2025-04-09 Arthur Bucker , Pablo Ortega-Kral , Jonathan Francis , Jean Oh

As artificial intelligence (AI) is playing an increasingly important role in our society and global economy, AI education and literacy have become necessary components in college and K-12 education to prepare students for an AI-powered…

Computers and Society · Computer Science 2024-02-06 Zhonghao Shi , Allison O'Connell , Zongjian Li , Siqi Liu , Jennifer Ayissi , Guy Hoffman , Mohammad Soleymani , Maja J. Matarić

The dominant paradigm for end-to-end robot learning focuses on optimizing task-specific objectives that solve a single robotic problem such as picking up an object or reaching a target position. However, recent work on high-capacity models…

Robotics · Computer Science 2024-01-02 Samuel Schmidgall , Ji Woong Kim , Alan Kuntz , Ahmed Ezzat Ghazi , Axel Krieger

With the development of artificial intelligence, personalized learning has attracted much attention as an integral part of intelligent education. In recent years, countries and regions such as China, the United States, and the European…

Computers and Society · Computer Science 2026-01-29 Siyu Wu , Yang Cao , Runze Li , Jiajun Cui , Hong Qian , Bo Jiang , Wei Zhang

Although robotics courses are well established in higher education, the courses often focus on theory and sometimes lack the systematic coverage of the techniques involved in developing, deploying, and applying software to real hardware.…

Continuum robots, which often rely on interdisciplinary and multimedia collaborations, have been increasingly recognized for their potential to revolutionize the field of human-computer interaction (HCI) in varied applications due to their…

Robotics · Computer Science 2024-10-08 Po-Yu Hsieh , June-Hao Hou

The rapid advancement of artificial intelligence is enabling the development of increasingly autonomous robots capable of operating beyond engineered factory settings and into the unstructured environments of human life. This shift raises a…