I am a Research Officer at the Agency for Defense Development (ADD), Korea's national defense R&D agency (similar to DARPA), and a First Lieutenant in the Republic of Korea Air Force.

I work on LLM serving in heterogeneous clusters and efficient vision inference. I'm fortunate to have Prof. Olivia Hsu (CMU) and Prof. Jongse Park (KAIST) as research mentors. Previously, I worked on memory bug detection and fuzzing at UNIST S2Lab under Prof. Yuseok Jeon (Korea University).

I am applying to Ph.D. programs for Fall 2027, with research interests in computer architecture and systems for AI.

Publications

NeurIPS 2025

Tortoise and Hare Guidance: Accelerating Diffusion Model Inference with Multirate Integration

Yunghee Lee, Byeonghyun Pak, Junwha Hong, Hoseong Kim

A training-free strategy for accelerating diffusion sampling by treating classifier-free guidance as a multirate system.

IISWC 2026

Understanding and Exploiting Diagonal Attention Sparsity in Autoregressive Image Generation

Daeun Kim, Junwha Hong, Changhun Oh, Yoonsung Kim, Yoonhyeong Lee, Jongse Park

Identifies diagonal attention sparsity in autoregressive image generation induced by spatial locality, and exploits it with a diagonal-aware sparse attention mechanism that improves throughput by up to 3.1× with negligible quality loss.

IISWC 2026 (Short Paper)

How Far Can PIMs Replace GPUs in Energy-Efficient Multi-Turn Agent Serving?

Junwha Hong, Guseul Heo, Hyunsu Ye, Jongse Park, Olivia Hsu

Characterizes GPU-to-PIM replacement tradeoffs in multi-turn agent serving and evaluates session-KV residency as a second-tier prefix cache, reducing energy by up to 78% and latency by up to 67%.

Experience

Education

Ulsan National Institute of Science and Technology (UNIST)

Mar 2020 - Feb 2024

B.S. in Computer Science and Engineering

GPA: 4.13/4.3, summa cum laude (ranked 4th out of 296 students).

Activities: 11th President of HeXA, Hacker's eXciting Academy.

Honors

  • Top Prize (Minister of Science and ICT Award), 2022 Millitech Challenge, Republic of Korea.
  • Excellence Prize, 2021 UNIST-POSTECH-KAIST Data Science Competition.
  • National Science & Technology Scholarship, 2022.