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김율화 프로필 사진

김율화
KIM, YULHWA

정보통신대학

반도체시스템공학과

연구분야
  • Artificial Intelligence (AI) algorithms, 
  • Artificial Intelligence (AI) algorithms, 
  • Compression and Acceleration of AI models, 
  • Compression and Acceleration of AI models, 
  • Low-power VLSI design, 
  • Low-power VLSI design
2024
2026

연도별 연구 활동 현황

자료유형

발행연도

2024 ~ 2026
2024 2026

키워드

언어

전체 10건 중 1번부터 10번까지의 결과를 표시합니다.

2026
Article
RUnQuant: High-resolution weight quantization via unanchored weight decomposition in column-wise granularity for CIM accelerators
  • 2026-05
  • Journal of Systems Architecture
  • Elsevier B.V.
2025
Article
Mixture of Scales: Memory-Efficient Token-Adaptive Binarization for Large Language Models
  • Jo, Dongwon ; 
  • Kim, Taesu ; 
  • Kim, Yulhwa ; 
  • Kim, Jae-Joon
  • 2025-06
  • Advances in Neural Information Processing Systems
  • Neural information processing systems foundation
Article
Column-wise Quantization of Weights and Partial Sums for Accurate and Efficient Compute-In-Memory Accelerators
  • 2025-05
  • Proceedings -Design, Automation and Test in Europe, DATE
  • Institute of Electrical and Electronics Engineers Inc.
Article
Compute-in-Memory Array Design Using Stacked Hybrid IGZO/Si eDRAM cells
  • 2025-05
  • Proceedings -Design, Automation and Test in Europe, DATE
  • Institute of Electrical and Electronics Engineers Inc.
Article
Column-wise Quantization of Weights and Partial Sums for Accurate and Efficient Compute-In-Memory Accelerators
  • 2025
  • 2025 DESIGN, AUTOMATION & TEST IN EUROPE CONFERENCE, DATE
  • IEEE
Article
L4Q: Parameter Efficient Quantization-Aware Fine-Tuning on Large Language Models
  • 2025
  • Proceedings of the Annual Meeting of the Association for Computational Linguistics
  • Association for Computational Linguistics (ACL)
Article
Compute-in-Memory Array Design using Stacked Hybrid IGZO/Si eDRAM cells
  • 2025
  • 2025 DESIGN, AUTOMATION & TEST IN EUROPE CONFERENCE, DATE
  • IEEE
Article
L4Q: Parameter Efficient Quantization-Aware Fine-Tuning on Large Language Models
  • 2025
  • PROCEEDINGS OF THE 63RD ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS, VOL 1: LONG PAPERS
  • ASSOC COMPUTATIONAL LINGUISTICS-ACL
2024
Article
SLEB: Streamlining LLMs through Redundancy Verification and Elimination of Transformer Blocks
  • Song, Jiwon ; 
  • Oh, Kyungseok ; 
  • Kim, Taesu ; 
  • Kim, Hyungjun ; 
  • Kim, Yulhwa ; 
  • 외 1명
  • 2024-07
  • Proceedings of Machine Learning Research
  • ML Research Press
Article
FIGNA: Integer Unit-Based Accelerator Design for FP-INT GEMM Preserving Numerical Accuracy
  • Jang, Jaeyong ; 
  • Kim, Yulhwa ; 
  • Lee, Juheun ; 
  • Kim, Jae-Joon
  • 2024-04
  • IEEE High-Performance Computer Architecture Symposium Proceedings
  • IEEE Computer Society

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