Research Trend Analysis of Multi-Task Behavior Cloning for Robot Manipulation

Sung Gil Park, Woo Jin Ahn, Seong Woo Kang, Myo Taeg Lim

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    2 Citations (Scopus)

    Abstract

    Large language models have revolutionized various domains of artificial intelligence and robotics, enabling advanced capabilities in manipulation robots. This paper explores the recent trends in the integration of large language models with manipulation robots, behavior cloning, and task planning. We investigate how large language models have been leveraged to enhance the communication and interaction between humans and manipulation robots, enabling intuitive and natural language-based robot control. Additionally, we explore the applications of behavior cloning techniques that leverage large language models to replicate human behaviors and expert demonstrations, enabling robots to learn complex manipulation tasks by imitating and emulating human actions.

    Original languageEnglish
    Title of host publication23rd International Conference on Control, Automation and Systems, ICCAS 2023
    PublisherIEEE Computer Society
    Pages1969-1972
    Number of pages4
    ISBN (Electronic)9788993215274
    DOIs
    Publication statusPublished - 2023
    Event23rd International Conference on Control, Automation and Systems, ICCAS 2023 - Yeosu, Korea, Republic of
    Duration: 2023 Oct 172023 Oct 20

    Publication series

    NameInternational Conference on Control, Automation and Systems
    ISSN (Print)1598-7833

    Conference

    Conference23rd International Conference on Control, Automation and Systems, ICCAS 2023
    Country/TerritoryKorea, Republic of
    CityYeosu
    Period23/10/1723/10/20

    Bibliographical note

    Publisher Copyright:
    © 2023 ICROS.

    Keywords

    • Behavior Cloning
    • Lage language model
    • Manipulation Robot
    • Task Planning

    ASJC Scopus subject areas

    • Artificial Intelligence
    • Computer Science Applications
    • Control and Systems Engineering
    • Electrical and Electronic Engineering

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