Jinhwi Kim

Hello, I'm Jinhwi Kim!

I recieved my B.E. degree from DGIST (Daegu Gyeongbuk Institute of Science and Technology), South Korea in computer science track and in 2025. Also, I'm currently a M.S. student of the same institute in AI major, belonging to DAIL (Distributed AI Lab) under the supervision of Professor Jinhyun So.

My Research Interests are ...

Intelligent mobile computing, On-device LLM, Hardware-aware application system design, Reinforcement learning, Federated learning, Edge computing, Dynamic resource management, etc.

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Educaiton

B.E in DGIST (Computer Science Track)
M.S student in DGIST (AI, current)

Experience

Now, I'm a server manager and technical developer in Godjunpyo AI, a.k.a YoonAI also. I have long-term experiences as a undergarduate student at DAIL (2025.02-2025-08) and ICNL (2020.06-2022.02 and 2024.08-2025.02). Additionally, I taught math and programming (python, C/C++) to many students for past 3 years (2019-22) in a private school or through private teaching, however I'm not keeping the position currently.
On-device LLM System Optimization

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Distributed AI Agent Learning

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Real-time On-device Translation

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Test

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Publication

[1] Jinhwi Kim, Minjae Lee, Seoyong Hong, Janghee Won, Pyeongjun Choi, Jeongho Kwak, Yeongjin Kim, and Jinhyun So, "IGNITE: Thermally-Durable On-device LLMs Governed by Nested Lazy Inference Ignition," submitted for IEEE INFOCOM, 2025.

[2] Kyungtae Lee, Jinhwi Kim, Jeongho Kwak and Yeongjin Kim, "Dynamic Multi-Resource Optimization for Storage Acceleration in Cloud Storage Systems," IEEE Transactions on Services Computing (TSC), vol. 16, no. 2, pp. 1079--1092, Mar. 2023 (IF: 8.216, JCR Top 1% in Computer Science, Software Engineering). ISSN: 2372-0204.

[3] Pyeongjun Choi, Jinhwi Kim, Yeongjin Kim, and Jeongho Kwak, "Efficiency Analysis of CPU/GPU Scaling in Embedded AI," in Proc. JCCI, Apr. 2021.

[4] Jinhwi Kim, Apostolos Galanopoulos, Jude Vivek, and Jeongho Kwak, "A Study on Energy-Process-Delay Tradeoff in Embedded Artificial Intelligence," Proc. ICTC, Jeju, South Korea, Oct. 2020, pp. 1-4.

Award

[1] Pyeongjun Choi, Dongho Ham, Jinhwi Kim, Yeongjin Kim, and Jeongho Kwak, "VisionScaling: Dynamic Learning and Resource Scaling in Mobile Computer Vision Applications," Bronze Prize in Samsung HumanTech 2021.
Contact

Please feel free to contact me via email or phone. You can also visit me at DGIST, Daegu, South Korea.

Email: kjh2159@dgist.ac.kr

Tel: +82 10 7108 2159

Office: E3 407, DGIST
333, Techno jungang-daero, Hyeonpung-Eup, Dalseong-Gun, Daegu, 42988 Korea, Rep. of

Hello, I'm Jinhwi Kim!

My Research Interests are ...

Educaiton

Experience

Publication

Award

Contact