Research Papers

Smart Machine and Assistive Robotics Technology (SMART) Lab, advised by Dr. Byung-Cheol Min

†: Equal Contribution; ‡: Corresponding Author


Journals

  • [IEEE RA-L] Initial Task Allocation in Multi-Human Multi-Robot Teams: An Attention-enhanced Hierarchical Reinforcement Learning Approach

    Ruiqi Wang†‡, Dezhong Zhao†, Arjun Gupte, and Byung-Cheol Min‡.
    IEEE Robotics and Automation Letters, vol. 9, no. 4, pp. 3451-3458, April 2024, doi: 10.1109/LRA.2024.3366414.

    [Website] [Paper] [Video]



Pre-Prints/Under Review

  • REBEL: Rule-based and Experience-enhanced Learning with LLMs for Initial Task Allocation in Multi-Human Multi-Robot Teaming

    Arjun Gupte†‡, Ruiqi Wang†, L. N. Vishnunandan Venkatesh, Taehyeon Kim, Dezhong Zhao, Ziqin Yuan, and Byung-Cheol Min‡.
    IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Hangzhou, China, 19-25 October, 2025., Under Review.

    [Website] [Paper] [Video]


Research Talks and Poster Presentations

Delivered at various Purdue Research Conferences

[Spring 2024 Polytechnic Institute Graduate Research Conference] Attention-enhanced Reinforcement Learning for Initial Task Allocation in Multi-Human Multi-Robot Teams

Awarded Second Place

April 18, 2024

[Spring 2024 Polytechnic Institute Graduate Research Conference] Attention-enhanced Reinforcement Learning for Initial Task Allocation in Multi-Human Multi-Robot Teams

Awarded Second Place

April 18, 2024

[Spring 2024 Polytechnic Institute Graduate Research Conference] Attention-enhanced Reinforcement Learning for Initial Task Allocation in Multi-Human Multi-Robot Teams

Awarded Second Place

April 18, 2024

[Spring 2024 Undergraduate Research Symposium] Self-Evolutionary LLMs for Initital Task Allocation in Multi-Human Multi-Robot Teams

April 9, 2024

[Spring 2024 Undergraduate Research Symposium] Self-Evolutionary LLMs for Initital Task Allocation in Multi-Human Multi-Robot Teams

April 9, 2024

[Spring 2024 Undergraduate Research Symposium] Self-Evolutionary LLMs for Initital Task Allocation in Multi-Human Multi-Robot Teams

April 9, 2024