Research Experience

• Graduate Student Research Assistant (GSRA), Aug 2022 - Present
  RobustNet, The University of Michigan (Advisor: Dr. Z. Morley Mao)

• Research Intern, Feb 2021 - Aug 2022
  The University of Michigan (Advisor: Dr. Kang G. Shin)

• Artificial Intelligence Researcher, Mar 2018 - Apr 2021
  Samsung Advanced Institute of Technology (SAIT)

• Graduate Research Assistant, Mar 2015 - Feb 2017
  Computer Networks Lab, KAIST (Advisor: Dr. Younghee Lee)

• Undergraduate Research Assistant, Nov 2013 - Dec 2014
  Intelligent Networked Systems Lab, Ewha Womans University (Advisor: Dr. HyungJune Lee)

• Undergraduate Research Assistant, Dec 2012 - Feb 2013
  Security and Theory of Computing Lab, Ewha Womans University (Advisor: Dr. Sang-Ho Lee)

Publications

• Cocoon: Robust Multi-Modal Perception with Uncertainty-Aware Sensor Fusion
  Minkyoung Cho, Yulong Cao, Jiachen Sun, Qingzhao Zhang, Marco Pavone, Jeong Joon Park, Heng Yang, Z. Morley Mao
  In Submission 2024
• Achieving the Safety and Security of the End-to-End AV Pipeline
  Noah T. Curran, Minkyoung Cho, Ryan Feng, Liangkai Liu, Brian Jay Tang, Pedram MohajerAnsari, Alkim Domeke, Mert D. Pesé, Kang G. Shin
  ACM CSCS Workshop Co-located with ACM CCS 2024
• DynaMIX: Resource Optimization for DNN-Based Real-Time Applications on a Multi-Tasking System
  Minkyoung Cho and Kang G. Shin
  arXiv 2023
• ADoPT: LiDAR Spoofing Attack Detection based on Point-Level Temporal Consistency
  Minkyoung Cho, Yulong Cao, Zixiang Zhou, Z. Morley Mao
  BMVC 2023
• A Novel Sensitivity Metric For Mixed-Precision Quantization With Synthetic Data Generation
  Donghyun Lee*, Minkyoung Cho*, Seungwon Lee, Joonho Song, Changkyu Choi (*: equal contribution)
  IEEE ICIP 2021
• Contextual Relationship-based Activity Segmentation on an Event Stream in the IoT Environment with Multi-user Activities
  Minkyoung Cho, Younggi Kim, Younghee Lee
  ACM M4IoT Workshop Co-located with Middleware 2016
• Proactive patrol dispatch surveillance system by inferring mobile trajectories of multiple intruders using binary proximity sensors
  Dahee Jung, Minkyoung Cho, Omprakash Gnawali, HyungJune Lee
  IEEE INFOCOM 2016

Patents

• Appratus and Method for Channelwise Neural Network Compression
  Wonjo Lee, Youngmin Oh, Minkyoung Cho
  U.S. Patent Publication No. US20220114453A1. Apr. 14, 2022.
• Method for Zero-shot Pruning without Retraining
  Minkyoung Cho, Searom Choi, Seungwon Lee
  U.S. Patent Publication No. US20220108180A1. Apr. 7, 2022.
• Method of Replacing Bilinear Interpolation with Depthwise Transposed Convolution
  Donghyeok Kwon and Minkyoung Cho
  U.S. Patent Publication No. US20220067429A1. Mar. 3, 2022.
• Method and Apparatus for Performing Convolution Operations
  Songyi Han, Minkyoung Cho, Seungwon Lee
  U.S. Patent Publication No. US20210201132A1. Jul. 1, 2021.
• Method and Apparatus for Performing Pruning of Neural Network
  Minkyoung Cho, Wonjo Lee, Seungwon Lee
  U.S. Patent Publication No. US20210081798A1. Mar. 18, 2021. Mounted on Samsung Galaxy S11