이화여자대학교

Jaehyeong Sim Associate Professor

Department of Computer Science and Engineering

심재형 프로필 사진 
I am an associate professor of Department of Computer Science and Engineering at Ewha Womans University. Before joining Ewha Womans University, I was a staff researcher at Samsung Advanced Institute of Technology (SAIT) where I designed a high-performance datacenter NPU. I received Ph.D. degree in electrical engineering from Korea Advanced Institute of Science and Technology (KAIST) in 2019. I am also a recipient of the Best Paper Award at the 32nd IEEE International Conference on Computer Design.
  • jh.sim@ewha.ac.kr
  • Asan Engineering Building #105-3
  • 02-3277-6547
  • Research Interests
    • Computer Architecture, NPU Architecture, In-Memory Computing, Large-Scale Distributed Computing, HW/SW Co-Optimization
  • sdg09
Research Record
  • QubitCache: Quantum-Inspired Probabilistic Attention Preservation for KV-Cache Compression IEEE ACCESS, 2026, v.14, 56679-56693
    SCIE Scopus dColl.
  • SHARP: Structured Hierarchical Attention Rank Projection for Efficient Language Model Distillation IEEE ACCESS, 2026, v.14, 57983-57996
    SCIE Scopus dColl.
  • PRISM-Med: Parameter-Efficient Robust Interdomain Specialty Model for Medical Language Tasks IEEE ACCESS, 2025, v.13, 4957-4965
    SCIE Scopus dColl.
  • Q-LAtte: An Efficient and Versatile LSTM Model for Quantized Attention-Based Time Series Forecasting in Building Energy Applications IEEE ACCESS, 2024, v.12, 69325-69341
    SCIE Scopus dColl.
  • SpDRAM: Efficient In-DRAM Acceleration of Sparse Matrix-Vector Multiplication IEEE ACCESS, 2024, v.12, 176009-176021
    SCIE Scopus dColl.
  • S-FLASH: A NAND Flash-Based Deep Neural Network Accelerator Exploiting Bit-Level Sparsity IEEE Transactions on Computers, 2022, v.71 no.6, 1291-1304
    SCIE Scopus dColl.
  • An Energy-Efficient Deep Convolutional Neural Network Inference Processor With Enhanced Output Stationary Dataflow in 65-nm CMOS IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS, 2020, v.28 no.1, 87-100
    SCIE Scopus dColl.
  • An Energy-Efficient Deep Convolutional Neural Network Training Accelerator for In Situ Personalization on Smart Devices IEEE JOURNAL OF SOLID-STATE CIRCUITS, 2020, v.55 no.10, 2691-2702
    SCIE Scopus dColl.
  • CREMON: Cryptography Embedded on the Convolutional Neural Network Accelerator IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2020, v.67 no.12, 3337-3341
    SCIE Scopus dColl.
  • [학술지논문] QubitCache: Quantum-Inspired Probabilistic Attention Preservation for KV-Cache Compression IEEE ACCESS, 2026, v.14 no.0 , 56679-56693
    SCIE
  • [학술지논문] SHARP: Structured Hierarchical Attention Rank Projection for Efficient Language Model Distillation IEEE Access, 2026, v.14 no.0 , 57983-57996
    Scopus
  • [학술지논문] Token-Based Task-Aware Knowledge Distillation for Encoder Adaptation IEEE ACCESS, 2026, v.14 no.0 , 99526-99540
    SCIE
  • [학술지논문] PRISM-Med: Parameter-Efficient Robust Interdomain Specialty Model for Medical Language Tasks IEEE ACCESS, 2025, v.13 no.0 , 4957-4965
    SCIE
  • [학술지논문] Q-LAtte: An Efficient and Versatile LSTM Model for Quantized Attention-Based Time Series Forecasting in Building Energy Applications IEEE ACCESS, 2024, v.12 no.0 , 69325-69341
    SCIE
  • [학술지논문] SpDRAM: Efficient In-DRAM Acceleration of Sparse Matrix-Vector Multiplication IEEE ACCESS, 2024, v.12 no.0 , 176009-176021
    SCIE
  • [학술지논문] S-FLASH: A NAND Flash-Based Deep Neural Network Accelerator Exploiting Bit-Level Sparsity IEEE TRANSACTIONS ON COMPUTERS, 2022, v.71 no.6 , 1291-1304
    SCI
  • [지적재산권] 가우시안 플러스 필터에 기반하는 이미지 처리장치 및 그 방법 Domestic : Patent , Registration , 10-2820700, 2025
  • [지적재산권] 모바일 GPU 사용을 위해 수정된 가우시안 필터의 최적화 기술 Domestic : Patent , Application
  • [지적재산권] 캡슐 네트워크의 스쿼시 함수 탐색장치 및 그 방법 Domestic : Patent , Application
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Courses

  • 2026-2nd

    • Computer Architecture

      • Subject No 20493Class No 02
      • 2Year ( 3Credit , 3Hour) Wed 6~6 (ENG A101) , Fri 4~4 (ENG A101)
      • Major Requisite
        • 영문계획안

    • Cloud Computing

      • Subject No 37270Class No 01
      • 4Year ( 3Credit , 3Hour) Mon 6~6 (ENG A) , Wed 5~5 (101)
        • 영문계획안

    • S/W Self-Designed Study Ⅰ

      • Subject No 38082Class No 02
      • 3Year ( 3Credit
      • Exchange students are not allowed

    • S/W Self-Designed Study Ⅱ

      • Subject No 38083Class No 02
      • 3Year ( 3Credit
      • Exchange students are not allowed

    • Efficient Processing of Deep Learning 강의 계획서 상세보기

      • Subject No G18407Class No 01
      • Year ( 3Credit , 3Hour) Fri 2~3 (ENG )
      • Classroom Changed

  • 2026-1st

    • Artificial Intelligence

      • Subject No 20480Class No 01
      • 4Year ( 3Credit , 3Hour) Tue 2~2 (ENG ) , Fri 3~3 (161)
        • 영문계획안

    • S/W Self-Designed Study Ⅰ

      • Subject No 38082Class No 01
      • 3Year ( 3Credit

    • S/W Self-Designed Study Ⅱ

      • Subject No 38083Class No 01
      • 3Year ( 3Credit

    • Software Leadership Seminar 강의 계획서 상세보기

      • Subject No 38758Class No 01
      • 2Year ( 1Credit , 1Hour) Tue 7~7 (ENG )

    • Artificial Intelligence System Design 강의 계획서 상세보기

      • Subject No G14341Class No 01
      • Year ( 3Credit , 3Hour) Wed 2~3 (ENG A-103)
      • Classroom Changed

  • 2025-2nd

    • Cloud Computing

      • Subject No 37270Class No 01
      • 4Year ( 3Credit , 3Hour) Tue 2~2 (POSCO) , Fri 3~3 (151)
        • 영문계획안

    • S/W Self-Designed Study Ⅰ

      • Subject No 38082Class No 01
      • Year ( 3Credit

    • S/W Self-Designed Study Ⅱ

      • Subject No 38083Class No 01
      • Year ( 3Credit

    • Introduction to AI Computing System 강의 계획서 상세보기

      • Subject No G18455Class No 01
      • Year ( 3Credit , 3Hour) Wed 2~3 (ENG )

  • 2025-1st

    • Artificial Intelligence

      • Subject No 20480Class No 01
      • 4Year ( 3Credit , 3Hour) Mon 5~5 (HAK551) , Wed 4~4 (HAK551)
        • 영문계획안

    • Introduction to AI Computing System 강의 계획서 상세보기

      • Subject No G18455Class No 01
      • Year ( 3Credit , 3Hour) Fri 2~3 (ENG )

  • 2024-2nd

    • Capstone Design Project A

      • Subject No 36506Class No 01
      • 3Year ( 3Credit , 4.5Hour) Tue 4~4 (ENG A) , Thu 6~7 (101)
        • Syllabus(File)

    • Cloud Computing

      • Subject No 37270Class No 01
      • 4Year ( 3Credit , 3Hour) Mon 2~2 (POSCO) , Thu 3~3 (152)
        • 영문계획안

    • S/W Self-Designed Study Ⅰ

      • Subject No 38082Class No 04
      • Year ( 3Credit

    • S/W Self-Designed Study Ⅱ

      • Subject No 38083Class No 03
      • Year ( 3Credit

    • Introduction to AI Computing System 강의 계획서 상세보기

      • Subject No G18455Class No 01
      • Year ( 3Credit , 3Hour) Fri 2~2 (ENG ) , Fri 3~3 (156)

  • 2024-1st

    • Artificial Intelligence

      • Subject No 20480Class No 01
      • 4Year ( 3Credit , 3Hour) Mon 3~3 (ENG ) , Wed 2~2 (161)
        • 영문계획안

    • Capstone Design and Startup Project B

      • Subject No 36507Class No 01
      • 4Year ( 3Credit , 4.5Hour) Tue 4~4 (ENG A) , Fri 5~6 (101)
        • Syllabus(File)

    • S/W Self-Designed Study Ⅰ

      • Subject No 38082Class No 03
      • 4Year ( 3Credit

    • Introduction to AI Computing System 강의 계획서 상세보기

      • Subject No G18455Class No 01
      • Year ( 3Credit , 3Hour) Fri 2~3 (ENG )

    • Hardware for Artificial Intelligence 강의 계획서 상세보기

      • Subject No G18457Class No 01
      • Year ( 3Credit , 3Hour) Wed 4~5 (ENG )

  • 2023-2nd

  • 2023-1st

    • Artificial Intelligence

    • Capstone Design and Startup Project B 강의 계획서 상세보기

      • Subject No 36507Class No 01
      • 4Year ( 3Credit , 4.5Hour) Tue 4~4 (ENG A) , Fri 5~6 (101)
        • Syllabus(File)

    • S/W Self-Designed Study I

      • Subject No 38082Class No 02
      • 4Year ( 3Credit

    • S/W Self-Designed Study II

      • Subject No 38083Class No 02
      • 4Year ( 3Credit

    • Introduction to AI Computing System

      • Subject No G18455Class No 01
      • Year ( 3Credit , 3Hour) Fri 2~3 (ENG )
        • Syllabus(File)

    • Artificial Intelligence 강의 계획서 상세보기

      • Subject No SE251Class No 01
      • Year ( 3Credit , 3Hour) Thu 8~9 (ENG A-122)
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Academic Background

Korea Advanced Institute of Science & Technology 공학박사(전기및전자공학과)

Korea Advanced Institute of Science & Technology 공학석사(전기및전자공학과)

Korea Advanced Institute of Science & Technology 공학사(전기및전자공학과)

Work Experience

삼성전자 2020-03-01 ~ 2021-02-28

한국과학기술원 2019-03-01 ~ 2020-02-29

Internal Awards

강의우수2025-03-01

External Awards

Rising Star (EIRIC)2023-12-18