Education & Experiences
2026.03 - present, Graduate Student, Dept. of Electronic Engineering, Seoul National University of Science and Technology.
2024.05 - present, Research Assistant, Computer Architecture Lab, Seoul National University of Science and Technology.
2026.02 - B.S. in Electronic Engineering, Seoul National University of Science and Technology.
2022.03 - 2026.02, Undergraduate Student, Dept. of Electronic, Seoul National University of Science and Technology.
2024.05 - present, Research Assistant, Computer Architecture Lab, Seoul National University of Science and Technology.
2026.02 - B.S. in Electronic Engineering, Seoul National University of Science and Technology.
2022.03 - 2026.02, Undergraduate Student, Dept. of Electronic, Seoul National University of Science and Technology.
Research Interests
Processor Architecture
Efficient AI
Ternary LLM
Efficient AI
Ternary LLM
Projects
- Development of real time monitering sensor for gas pipeMinistry of Trade, Industry and Energy, Korea, 2022-2026.
- Development for Processing Software on AI Semiconductor DevicesMinistry of Science and ICT, Korea, 2022-2029.
Publications
International Journals
- 1 Hardware Accelerator for Approximation-Based Softmax and Layer Normalization in TransformersElectronics · Vol. 14 · No. 2337 · Apr. 2025
International Conferences
- 4 A Pipelined Multi-Bank GEMM Accelerator for Memory Bottleneck MitigationInternational Conference on Parallel Architectures and Compilation Techniques (PACT src) · Irvine, CA · Sep. 2025
- 3 Memory-Efficient Depthwise Convolution Accelerator with Run-Length CodingInternational SoC Design Conference (ISOCC) · Busan · Jul. 2025
- 2 FPGA Based Approximate Vector Operation Accelerator for VLMsInternational Conference on Electronics, Information, and Communication (ICEIC) · Osaka · Jan. 2025
- 1 Flexible NTT/iNTT Accelerator Based on Montgomery ReductionInternational Conference on Consumer Electornics (ICCE) · Las Vegas, NV · Jan. 2025
Korean Conferences
- 3
- 2 FP8-FP16 혼합 정밀도 기반의 MobileNetV1 추론 성능 분석The Institute of Electronics and Information Engineers · May 2025
- 1
Copyrights
Copyrighted Softwares
- 5 인공지능 프로세서(Processor)의 효과적인 활용을 위한 그래픽 사용자 인터페이스(Graphic User Interface) 기반 시뮬레이터(Simulator)Registration No. C-2025-046318, Nov. 2025, Korea (right owned by SeoulTech)
- 4 비전 트랜스포머(Vision Transformer) 전용 멀티-헤드 어텐션(Multi-Head Attention) 가속기Registration No. C-2025-045292, Oct. 2025, Korea (right owned by SeoulTech)
- 3 인텔리노(Intellino): 경량 엣지(Edge) 인공지능 프로세서(Processor)Registration No. C-2025-045291, Oct. 2025, Korea (right owned by SeoulTech)
- 2 k-최근접이웃 알고리즘(Algorithm) 기반 인공지능 프로세서(Processor)를 활용한 정맥 인식 도어락(Door Lock)Registration No. C-2025-045290, Oct. 2025, Korea (right owned by SeoulTech)
- 1 인공지능 가속기용 파이프라인(Pipeline) 시뮬레이터(Simulator)Registration No. C-2025-045303, Oct. 2025, Korea (right owned by SeoulTech)
Chips
2026
A Networked Processor Array Supporting High-Bandwidth Host Interface
Jinyeol Kim, Raehyeong Kim, Jongwon Oh, Dayoung Lee, Seongmo An, Seung Eun LEE
- Tech
- Samsung 28nm FD-SOI
- Tape-out
- 2026.03.23
- Freq
- 100MHz
- Core
- 4mm x 4mm
- Power
- 1.1V/1.8V
2025
A Reconfigurable AI Processor Executing Lightweight Algorithms for Sequential Data Applications
Raehyeong Kim, Jinyoung Shin, Jinyeol Kim, Dayoung Lee, Joungmin Park, Seung Eun LEE
- Tech
- Samsung 28nm FD-SOI
- Tape-out
- 2025.09.25
- Freq
- 100MHz
- Core
- 4mm x 4mm
- Power
- 1.1V/1.8V
Student Research Competition
- 1. "A Pipelined Multi-Bank GEMM Accelerator for Memory Bottleneck Mitigation", "[View]"
Dayoung Lee, Chaebin Lee, Jaeseong Kim, and Seung Eun Lee
ACM SRC @ International Conference on Parallel Architectures and Compilation Techniques 2025 (PACT 2025 SRC), Irvine, CA, USA, Nov. 2025.
Presentations
- 2. A Pipelined Multi-Bank GEMM Accelerator for Memory Bottleneck Mitigation,
ACM SRC @ International Conference on Parallel Architectures and Compilation Techniques 2025 (PACT 2025 SRC), Irvine, CA, USA, Nov. 2025. - 1. Analysis of Numeric Formats in Artificial Intelligence Balancing Accuracy and Resource Usage in Depth-Wise Convolutions,
The 32nd Korean Conference on Semiconductors (KCS 2025), Feb. 2025.
Awards
- 2025.12.13. 2025 IEEE Seoul Section Student Paper Contest - Bronze Award
Topic: Inference Performance Analysis of MobileNetV1 with FP8-FP16 Mixed-Precision
The Institute of Electrical and Electronics Engineers Seoul Section - 2025.11.06. ACM Student Research Competition (SRC) @ PACT 2025 - 2nd Place in Undergraduate Session
Topic: A Pipelined Multi-Bank GEMM Accelerator for Memory Bottleneck Mitigation
ACM SRC @ International Conference on Parallel Architectures and Compilation Techniques 2025 - 2025.06.13. 2025 The Spring Annual Conference of the Korean Data Science Society - Honorable Mention Award
Topic: Analysis of Training Dataset Construction Methods for Improving the Performance of the Edge AI Processor
The Institute of Korean Data Science Society - 2025.01.23. 2024 AI Semiconductor Idea/Design Competition - Industrial-Academic Cooperation Group Award
Topic: RLC 알고리즘 기반 Depth-wise Convolution 연산 가속기
The Institute of Information & Communications Technology Planning & Evaluation - 2024.12.11. 2024 Korea Student Semiconductor IC Design Contest - Cadence Award
Topic: 동형암호를 위한 Montgomery 기반 fully pipelined NTT/iNTT
The Institute of Semiconductor Engineers
Skills
- High-level Programming Language: Python, C/C++
- Hardware Description Language: Verilog HDL
- FPGA Design Tools: Quartus II, Vivado
- EDA Tools:
Front-end: Design Compiler, VCS, QuestaSim, PrimeTime, Formality
Back-end: ICC2, Calibre, StarRC, ECO
- Circuit Entry Tool: Virtuoso Schematic Editor
- Layout Tool: Virtuoso Layout Suite
Training
2026.07.06-07.07 [IDEC] 고성능 컴퓨터 시스템 구조
2025.11.19 삼성 HBM-PIM 이론 및 실습
2025.07.07-07.08 [IDEC] Verilog HDL을 사용한 CNN의 FPGA 구현
2025.06.16-06.17 [IDEC] Catapult High Level Synthesis
2025.01.14-01.16 [IDEC] System Verilog
2025.11.19 삼성 HBM-PIM 이론 및 실습
2025.07.07-07.08 [IDEC] Verilog HDL을 사용한 CNN의 FPGA 구현
2025.06.16-06.17 [IDEC] Catapult High Level Synthesis
2025.01.14-01.16 [IDEC] System Verilog
Graduate Courses
CMOS Power Management IC Design, Advanced Artificial Intelligence Processor
Special Lecture on Artificial Intelligence, Advanced Computer Architecture, Resilient Processor Design
Special Lecture on Artificial Intelligence, Advanced Computer Architecture, Resilient Processor Design
Undergraduate Courses
Capstone Design, Operating System
Digital System Design, Computer Architecture, Machine Learining, Deep Learning, Data Structure and Algorithm
Computer Programming (C Programming), Engineering Mathmatics, Electrical and Electronic Experiment
Electromagnetics, Digital Logic Circuit, Signal and Systems, Circuit Theory
Electronic Circuits, Digital System Design, Machine Learning, Digital Signal Processing
Digital System Design, Computer Architecture, Machine Learining, Deep Learning, Data Structure and Algorithm
Computer Programming (C Programming), Engineering Mathmatics, Electrical and Electronic Experiment
Electromagnetics, Digital Logic Circuit, Signal and Systems, Circuit Theory
Electronic Circuits, Digital System Design, Machine Learning, Digital Signal Processing