About
Sungchan Yi
- Email: calofmijuck at snu dot ac dot kr
- Website: this
Research Interests: Computer architecture and hardware-software co-design
Education
Seoul National University (2024. 9 ~ Present)
- M.S. in Computer Science and Engineering at Architecture and Code Optimization Lab
- Advisor: Professor Jae W. Lee
- GPA: 4.0/4.3
Seoul National University (2017. 3 ~ 2024. 2)
- B.S. in Computer Science and Engineering, Minor in Mathematics
- GPA: 3.96/4.3 (Summa Cum Laude)
Experience
Undergraduate Research Intern
Cryptography & Privacy Lab (2024. 1 ~ 2024. 2)
- Implementation of BFV homomorphic encryption scheme and bootstrapping over large message space
Software Foundations Lab (2023. 7 ~ 2023. 10)
- Studies on verifying concurrency models and compilers with Coq
Architecture and Code Optimization Lab (2023. 1 ~ 2023. 3)
- Experiments on efficient knowledge distillation with activation functions
Work Experience
Scatterlab (2020. 11 ~ 2022. 9)
- Backend/Security/SRE Engineer
- Spring Boot (Java) Backend, Docker/Kubernetes, AWS Cloud Security and Operations
Logpresso (2019. 7 ~ 2020. 10)
- Big Data Platform Engineer
- Java Backend, Data/Query Processing Interface Development
Publications
- [ACCV’24] Soosung Kim, Yeonhong Park, Hyunseung Lee, Sungchan Yi, and Jae W. Lee, “ReLUifying Smooth Functions: Low-Cost Knowledge Distillation to Obtain High-Performance ReLU Networks”, Asian Conference on Computer Vision (ACCV), Hanoi, Vietnam, December 2024. (PDF)
- Sungchan Yi, “Secure IAM on AWS with Multi-Account Strategy”, Undergraduate Thesis, December 2023. Received best undergraduate paper award. (PDF)
Projects
- Multi-task fine-tuning with BERT
- Replicating the results in the BERT paper and improving BERT through multi-task learning
- Letter/News Service for Korea Army Training Center
- Simplified lettering service and automated news articles for trainees
- Private Medical Chatbot with HEaaN
- Application of privacy-preserving machine learning using homomorphic encryption
Awards
- Best Undergraduate Paper Award
- Title: Secure IAM on AWS using Multi-Account Strategy
- Top Prize in HDCON 2021 (Hacking and Defense Contest)
- Topic: Design and Operation of Secure Cloud Architectures
Technical Skills & Interests
- Programming Languages: C/C++, Java, Python, Golang, Coq
- Architectural Simulators: gem5
- System/cloud security and cryptography
- Compilers and formal verification
- Mathematics in general, especially algebra and analysis