About Me
I am a Ph.D. candidate at Yonsei University, working under the supervision of Prof. Hojung Cha. My research focuses on building system software that enables modern neural networks to run efficiently on heterogeneous mobile SoCs, particularly mobile NPUs (or neural engines). My core research interests include:
- On-Device AI, Systems for ML, Mobile Systems
To address the challenges of accelerating on-device ML on resource-constrained platforms, I take the following approaches:
- Hardware-aware inference optimization for mobile NPUs: Maximizing data locality and hardware utilization of mobile NPUs (e.g., Qualcomm Hexagon NPUs) through hardware-efficient quantization and graph-level optimizations
- System-level inference optimization for mobile SoCs: Distributing inference workloads across heterogeneous accelerators (NPU, GPU) under mobile platform dynamics (e.g., shared-resource contention, power constraints) to meet real-time performance and energy efficiency goals
News
- [Feb. 2026] Our paper has been accepted to EuroSys 2026.
- [Jan. 2026] Our paper (ARIA) has been invited/published to ACM GetMobile.
- [Jan. 2026] Our paper has been accepted to ACM TECS.
- [Aug. 2025] Two papers have been accepted to ACM MobiCom 2025.
- [Jul. 2025] Two papers have been accepted to ACM EMSOFT 2025.
- [June. 2025] Our paper (ARIA) won the Best Paper Award 🏆 at ACM MobiSys 2025.
- [May. 2025] I am selected as one of Rising Stars at ACM MobiSys 2025 and received SIGMOBILE Student Travel Grant for attending MobiSys 2025.
- [Apr. 2025] Our paper has been accepted to ACM MobiSys 2025.
- [Jul. 2024] Our paper has been accepted to ACM MobiCom 2024.
- [Dec. 2023] Our paper has been accepted to IEEE INFOCOM 2024.
- [May. 2023] Our paper has been accepted to ACM MobiSys 2023.
- [Dec. 2022] Our paper has been accepted to IEEE INFOCOM 2023.
Publications
* Co-first author
Conference and Journal
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Jeho Lee, Gunjoong Kim, Chanyoung Jung, Jaehee Kim, Seonghoon Park, Hojung Cha
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Seunghyeok Jeon, Jiwon Kim, Jeho Lee, Hojung Cha
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Gunjoong Kim*, Seonghoon Park*, Jeho Lee, Chanyoung Jung, Hyungchol Jun, Hojung Cha
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Seonghoon Park, Minchan Kim, Hyejin Park, Jeho Lee, Jiwon Kim, Hojung Cha
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Seonghoon Park, Jiwon Kim, Jeho Lee, Hojung Cha
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Jiwon Kim, Geon Kim, Jeho Lee, Thiemo Voigt, Hojung Cha
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Jeho Lee*, Chanyoung Jung*, Gunjoong Kim, Jiwon Kim, Seonghoon Park, Hojung Cha
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Jeho Lee, Chanyoung Jung, Jiwon Kim, Hojung Cha
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Seonghoon Park, Jeho Lee, Yonghun Choi, Hojung Cha
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Seonghoon Park*, Yeonwoo Cho*, Hyungchol Jun, Jeho Lee, Hojung Cha
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Seonghoon Park, Jeho Lee, Hojung Cha
Short Papers, Posters, & Highlights
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Jeho Lee*, Chanyoung Jung*, Gunjoong Kim, Jiwon Kim, Seonghoon Park, Hojung Cha
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Hyemin Jeong, Jeho Lee, Seunghyeok Jeon, Hojung Cha
Awards and Honors
- Best Paper Award, ACM MobiSys 2025
- SIGMOBILE Student Travel Grant, ACM MobiSys 2025
- Rising Star, ACM MobiSys 2025
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