Sumin Kim.

Civil and Environmental Engineering

Double major in Electrical and Computer Engineering

GPA 3.96 / 4.30

Dept. of Electrical and Computer Engineering, Seoul National University

Advisor: Prof. Jaewoong Sim

Analyzed and optimized Vulkan-Sim focusing on 3D Gaussian Ray Tracing and implemented Spherical Harmonics for 3DGRT. Profiling of ray tracing pipeline components.

Convergence Security Lab, Dept. of Financial Information & Security Convergence, Kookmin University

Dr. Seung-Hwan Yoon

Conducted research and practical implementation on quantum-based random number generators tailored for low-spec computing environments.

Dept. of Mathematics, Hankuk University of Foreign Studies

Prof. Il-Gyu Choi

Contributed to mathematical research aimed at improving the lower bound of the Ramsey number R(C₄, K₁₁).

Samsung Electronics Device Solutions

Spearheaded a project to create a Retrieval-Augmented Generation (RAG) pipeline tailored for SVRF manual and code search.

• Developed and implemented a RAG pipeline aimed at improving search queries and code generation accuracy for the SVRF (Standard Verification Rule Format) manual.
• Integrated RAG techniques alongside RAFT fine-tuning to enhance the relevance and accuracy of retrieved data in code search applications.
• Collaborated on mentoring and skill development, engaging in bi-weekly seminars on NLP, language model fundamentals, and RAG techniques.
• Constructed and embedded data sources for indexing and retrieval, ensuring high relevance in search results.
• Implemented RAG with RAFT fine-tuning to increase the efficiency of search augmentation.
• Conducted mentoring sessions to build proficiency in Python, PyTorch, and Hugging Face libraries, adapting skills to high-performance environments.