cv
Basics
| Name | Sehyeon Oh |
| Label | Ph.D. Student |
| osehn@jbnu.ac.kr | |
| Url | https://osehyeon.github.io |
| Summary | Ph.D. student at the Efficient Computing Lab, Jeonbuk National University. I work on hardware accelerators, quantization, and system software for efficient deep learning inference. |
Education
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2026.09 - Present Jeonju, South Korea
Ph.D. Student
Jeonbuk National University
Computer Science and Artificial Intelligence — Efficient Computing Lab (Advisor: Prof. Jemin Lee)
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2024.03 - 2026.02 Daejeon, South Korea
M.S.
UST (University of Science and Technology), ETRI Campus
Artificial Intelligence (GPA: 4.44/4.5)
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2018.03 - 2024.02 Busan, South Korea
Publications
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2026.08.15 QFlash: Bridging Quantization and Memory Efficiency in Vision Transformer Attention
International Joint Conference on Artificial Intelligence (IJCAI), to appear
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2025.10.19 TriPlanNet: Triangle Path Planning Network for A Variable Truss Robot with Deep Learning
ICCV Workshops — 13th International Workshop on Assistive Computer Vision and Robotics (ACVR)
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2025.09.30 Work-in-Progress: I-FlashAttention: Fully Integer Fused Attention for Efficient Vision Transformers
International Conference on Compilers, Architecture, and Synthesis for Embedded Systems (CASES)
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2025.09.29 Luthier: Bridging Auto-Tuning and Vendor Libraries for Efficient Deep Learning Inference
ACM Transactions on Embedded Computing Systems, Vol. 24, No. 5s (ESWEEK CASES 2025 journal track)
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2025.06.30 Data Transmission Optimization for NPU System Scalability
IEMEK Journal of Embedded Systems and Applications, Vol. 20, No. 3
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2025.03.01 Optimizing Real-Time Object Detection in a Multi-Neural Processing Unit System
MDPI Sensors, Vol. 25, No. 5
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2024.12.16 Optimizing Real-Time Object Detection in a Multi NPU System with Double Buffering and Queue-Based Processing
The 1st International Conference on Artificial Intelligence Computing and Systems (AICompS)
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2024.11.14 PCIe-Based Multi-NPU Data Transmission Optimization
IEMEK Autumn Conference
Awards
- 2025.12.23
UST Research Paper Award
UST (University of Science and Technology)
ETRI campus representative student, UST Research Paper Award 2025.
- 2025
WoonDang Student Paper Award
KIPS (Korea Information Processing Society)
WoonDang Academic Award Ceremony 2025.
- 2025
- 2024.12.18
Distinguished Paper Award
AICompS 2024
For the paper that was later invited for extension in MDPI Sensors.
- 2024.11.14
Distinguished Paper Award
IEMEK Autumn Conference 2024
PCIe-Based Multi-NPU Data Transmission Optimization.
Interests
| Hardware Accelerators | |
| NPU systems | |
| GPU kernels | |
| AI semiconductors |
| Quantization | |
| Integer-only inference | |
| Fused attention | |
| Vision Transformers |
| System Software | |
| Deep learning compilers | |
| Runtime optimization | |
| Triton |