YEONJAE KIM
MS Student at KAIST, School of Computing
Research Group: Computer Architecture Lab
Advisor: Jaehyuk Huh
Contact Information
- Email: yjkim at casys kaist ac kr
- Office: KAIST E3-1 Room #4414
- Address: School of Computing, KAIST 291 Daehak-ro, Yuseong-gu Daejeon 34141 Republic of Korea
Research Interest
Computer Architecture
Deep Learning
Systems for Machine Learning
Security
Education
Korea Advanced Institute of Science and Technology (KAIST)
M.S. (2020-Present)
Computer Science
- Advisor: Jaehyuk Huh
Publications
SLO-Aware Inference Scheduler for Heterogeneous Processors in Edge Platforms
Propose a set of new heterogeneous-aware ML inference scheduling policies for edge platforms
- Wonik Seo, Sanghoon Cha, Yeonjae Kim, Jaehyuk Huh, Jongse Park
- Accepted for the ACM Transactions on Architecture and Code Optimization (TACO, 2021)
- Paper: [link]
Common Counters: Compressed Encryption Counters for Secure GPU Memory
Propose a new technique for efficient counter-mode encryption technique that mitigates the overheads of counter cache misses
- Seonjin Na, Sunho Lee, Yeonjae Kim, Jongse Park, and Jaehyuk Huh
- Accepted for the 27th IEEE International Symposium on High-Performance Computer Architecture (HPCA, 2021)
- Paper: [link]
Design and Evaluation of a Universal Trojan Detection Method on Deep Neural Networks
Develop the first multi-domain Trojan detection method, STRIP-ViTA, that is applicable to video, text and audio domains
- Yansong Gao, Yeonjae Kim, Bao Gia Doan, Zhi Zhang, Gongxuan Zhang, Surya Nepal, Damith C. Ranasinghe, Hyoungshick Kim
- Accepted for the IEEE Transactions on Dependable and Secure Computing (TDSC, 2021)
- Paper: [link]
End-to-End Evaluation of Federated Learning and Split Learning for Internet of Things
Evaluate and compare FL and SplitNN in real-world IoT settings in terms of learning performance and device implementation overhead
- Yansong Gao, Minki Kim, Sharif Abuadbba, Yeonjae Kim, Chandra Thapa, Kyuyeon Kim, Seyit A. Camtepe, Hyoungshick Kim, and Surya Nepal
- Accepted for the International Symposium on Reliable Distributed Systems (SRDS, 2020)
- Paper: [link]
Experience
CSIRO Data61
Intern [Sep 2019 - Dec 2019]
- Develop the first multi-domain Trojan detection method, STRIP-ViTA, that is applicable to video, text and audio domains
- Responsible for conducting all the experiments as the 2nd author
- Paper: [link]
- Mentor: Garrison Gao, Ph.D, CSIRO data61
TA valve
Service Developer [Dec 2018 - Mar 2020]
- Developed web application for sharing manufacturing status in real time
- Currently providing the service based on AWS and made a maintenance contract.
Skill
- Programming Language: C, C++, Python, VHDL
- Software Frameworks: Pytorch, TensorFlow, Gem5, Vivado, Linux, Google Colab
- Documentation Tools: Markdown, LaTeX
- Certified English Grade: TOEIC 935
Awards & Scholarships
- San Jose State University Silicon Valley Technology and Entrepreneurship Program Entrepreneurship Award for Outstanding Effort, Aug 2018
- Dean's List Award, College of Software, [Spring 2017, Fall 2018, Spring 2018, Fall 2019]
© 2019