About

Ye-Ji Mun

I am a Ph.D. candidate at the University of Illinois Urbana-Champaign (UIUC) in the Electrical and Computer Engineering department. Prior to joining UIUC, I received my B.S. in Electronics Engineering at Ewha Womans University, Seoul, South Korea in 2018. My research interest is in interaction-aware planning, active inference, and safe autonomy.

  • Education: University of Illinois Urbana-Champaign
  • Title: Ph.D. candidate
  • Email: yejimun2@illinois.edu
  • CV: [CV]

Education & Experience

Education

Ph.D. in Electrical & Computer Engineering

2019 - current

University of Illinois Urbana-Champaign, Illinois, United States

Academic Advisor : Prof. Katherine Driggs-Campbell

Bachelor Science in Electronics Engineering

2014 - 2018

Ewha Womans University, Seoul, South Korea

Exchange student in Electrical Engineering

2016 Spring

Temple University, Philadelphia, USA

Exchange student in Electrical Engineering

2015 Fall

San Diego State University, San Diego, USA

Research Experience

Human Centered Autonomy Lab, Research Assistant

Aug.2019 - Present

University of Illinois Urbana-Champaign, Illinois, United States

Honda Research Institute, Research Intern

May - Aug. 2024

San Jose, CA, United States

Information Coding and Processing Lab, Research Assistant

Oct.2017 - June 2019

Ewha Womans University, Seoul, South Korea

Research

Occlusion-Aware Autonomous Navigation Using People as Sensors

[Paper] [Video] [Code] [Article]
[Paper] [Video] [Code]

Towards Robots that Influence Humans over Long-Term Interaction

[Paper] [Video]

Learning Task Skills and Goals Simultaneously from Physical Interaction

[Paper]

Human-Robot Collaboration in Manufacturing Assembly

[Paper]
[Paper] [Video]
[Paper]
[Paper]

CNN Defending against Adversarial Attacks

[Paper]
[Paper]

Teaching

  • ECE484:Principle of Safe Autonomy (TA): University of Illinois Urbana-Champaign, 2023 Fall - 2024 Spring
  • Samsung Dream Class Middle School (Tutor): Siheung, South Korea, 2016 Fall
  • Korean Elementary Class (TA): San Diego State University, 2015 Fall

Honor

  • Kwanjeong Overseas Scholarship: Seoul, South Korea, 2019 Fall - 2023 Fall
  • ICRA Travel Grant: IEEE, 2023
  • Global Young Scientist Summit Participant: Singapore, 2023
  • Excellent Student Scholarship: Ewha Womans University, 2014 Fall-2015, 2017 Fall
  • WeTech Qualcomm Global Scholars Program: Seoul, South Korea, 2017 Spring
  • Qualcomm Scholarship Program: Seoul, South Korea, 2015 Spring

Publication

Conference Papers

[1] Occlusion-Aware Crowd Navigation Using People as Sensors

International Conference on Robotics and Automation (ICRA), IEEE 2023

Y.-J. Mun, M. Itkina, S. Liu, K. Driggs-Campbell

[Paper] [Video] [Code]

[2] Hierarchical Intention Tracking for Robust Human-Robot Collaboration in Industrial Assembly Task

International Conference on Robotics and Automation (ICRA), IEEE 2023

Z. Huang*,Y.-J. Mun*, X. Li, Y. Xie, N. Zhong, W. Liang, J. Geng, T. Chen, and K. Driggs-Campbell (*equal contribution)

[Paper] [Video]

[3] Towards Robots that Influence Humans over Long-Term Interaction

International Conference on Robotics and Automation (ICRA), IEEE 2023

S. Sagheb, Y.-J. Mun, N. Ahmadian, B. A. Christie, A. Bajcsy, K. Driggs-Campbell, and D. P. Losey

[Paper] [Video]

[4] Learning Task Skills and Goals Simultaneously from Physical Interaction

International Conference on Automation Science and Engineering (CASE), IEEE 2023

H. Chen*,Y.-J. Mun*, Z. Huang, Y. Niu, Y. Xie, D. L. McPherson, K. Driggs-Campbell (*equal contribution)

[Paper]

[5] Towards Safe Multi-Level Human-Robot Interaction in Industrial Tasks

International Conference on Automation Science and Engineering (CASE), IEEE 2023

Z. Huang,Y.-J. Mun, H. Chen, X. Li, Y. Xie, N. Zhong,, Y. Niu, X. Li, N. Zhong, H. You, D. L. McPherson, K. Driggs-Campbell

[Paper] [Video]

[6] Specifying Target Objects in Robot Teleoperation Using Speech and Natural Eye Gaze

International Conference on Humanoid Robots (Humanoids), IEEE 2023.

Y.-C. Chang, N. Gandi, K. Shin, Y.-J. Mun, K. Driggs-Campbell, J. Kim

[Paper]

[7] Seamless Interaction Design with Coexistence and Cooperation Modes for Robust Human-Robot Collaboration

International Conference on Automation Science and Engineering (CASE), IEEE, 2022

Z. Huang*Y.-J. Mun*, X. Li, Y. Xie, N. Zhong, W. Liang, J. Geng, T. Chen, and K. Driggs-Campbell (*equal contribution)

[Paper]

[8] Multi-agent variational occlusion inference using people as sensors

International Conference on Robotics and Automation (ICRA), IEEE 2022

M. Itkina, Y.-J. Mun, K. Driggs-Campbell, and M. J. Kochenderfer

[Paper] [Video] [Code]

[9][Oral] Correcting misclassified image features with convolutional coding

In Proceedings of the Korean Society of Broadcast Engineers Conference (pp. 11-14)

Mun, Y. J., Kim, N., Lee, J., Kang, J. W.

[Paper]

Journal

[1] Ensemble of Random Binary Output Encoding for Adversarial Robustness

IEEE Access, 7, 124632-124640.

Mun, Y. J. and Kang, J. W.

[Paper]

Workshops

[1] Insights from an Industrial Collaborative Assembly Project: Lessons in Research and Collaboration

Cobots and WotF, International Conference on Robotics and Automation (ICRA), IEEE, 2022

1. T. Chen, Z. Huang, J. Motes, J. Geng, Q. M. Ta, H. Dinkel, H. Abdul-Rashid, J. Myers, Y.-J. Mun, W. Lin, Y. Huang, S. Liu, M. Morales, N. M. Amato, K. Driggs-Campbell, and T. Bretl

[Paper]

[2] Occlusion-aware crowd navigation using people as sensors

16th Women in Machine Learning Workshop (WiML), NeurIPS 2021

Y.-J. Mun, M. Itkina, and K. Driggs-Campbell

[3] Multi-agent variational occlusion inference using people as sensors

Bay Area Robotics Symposium (BARS), 2021

M. Itkina, Y.-J. Mun, and K. Driggs-Campbell

[4] Safe crowd navigation in the presence of occlusions

15th Women in Machine Learning Workshop (WiML), NeurIPS 2020

Y.-J. Mun,, M. Itkina, and K. Driggs-Campbell

[5] Variational occlusion inference using people as sensors

15th Women in Machine Learning Workshop (WiML), NeurIPS 2020

M. Itkina, Y.-J. Mun, and K. Driggs-Campbell

Preprints

[1] User-Friendly Safety Monitoring System for Manufacturing Cobots

ArXiv, 2023

Y.-J. Mun, Z. Huang, H. Chen, Y. Niu, Ha. You, D. L. McPherson, K. Driggs-Campbell

[Paper]