• High-performance system design for training deep neural networks

• Lightweight machine learning algorithms for energy-efficient inference engines

• Automated search of efficient AI models

• Energy-efficient hardware accelerator for scientific computing

• Anti-tampering hardware using in-memory-computing

• Brain signal reconstruction using artificial intelligence and its hardware implementation

• Power-aware/thermal-aware system design methodology

Broader research interests include efficient AI algorithms, digital IC design, and accelerator/computer architecture. We look forward to working with highly motivated students. Please send me an e-mail if you are interested in pursuing a PhD or an integrated MS-PhD program.

• Jooyeon Lee will present his work on RTL generator for systolic tensor arrays on May 20th (11:00-13:00) in "A1P-21" session at IEEE ISCAS'24! 

• Collaborated research between DGIST and Korea University on near-data processing in storage clusters has been accepted to ACM ASPLOS'24. Hope we can continue great collaboration w/ Prof. Sungjin Lee @DGIST!

• Our recent work on quantization of LLM activations and its hardware accelerator design has been accepted to IEEE/ACM DAC'24. Kudos to Dahoon Park and Jahyun Koo!

• Our recent work on an efficient ANN-to-SNN conversion method using phase coding has been accepted to IEEE Transactions on Emerging Topics in Computing. Kudos to Sangwoo Hwang!

• Our collaborated research between Korea University, DGIST, and POSTECH on a heterogeneous PIM architecture using both SRAM and eDRAM arrays has been accepted to IEEE Transactions on Circuits and Systems I: Regular Papers. Congrats to Sangwoo Jung!

E-mail

Principal Investigator – Jaeha Kung (jhkung@korea.ac.kr)

Lab Representative – Dahoon Park (manyteacher93@korea.ac.kr) 

Lab Coordinator – Sangwoo Hwang (nemesis0523@dgist.ac.kr) 

Please contact "Lab Coordinator" for inquiries related to 'Lab Internship, Information about IDS Lab, etc'.

Location

서울특별시 성북구 안암로 145, 신공학관 512호 (교수님 연구실) / 501호 (학생 연구실)

145 Anam-ro, Seongbuk-gu, Seoul, 02841, Republic of Korea,

New Engineering Hall Room 512 (Professor Lab) / Room 501 (Student Lab)