Kim, Hyungjun
- OWQ: Outlier-Aware Weight Quantization for Efficient Fine-Tuning and Inference of Large Language Models
2023/06/04 by Chang-Hun Lee, Jungyu Jin, Lee, Changhun +7 · 22 citations
Computer Science · #Topic Modeling #Natural Language Processing Techniques #Multimodal Machine Learning Applications
- SLEB: Streamlining LLMs through Redundancy Verification and Elimination of Transformer Blocks
2024/02/14 by Jiwon Song, Song, Jiwon, Kyungseok Oh +9 · 19 citations
Engineering · Materials Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #High voltage insulation and dielectric phenomena #Machine Learning (cs.LG) #Power Systems Fault Detection #Power Transformer Diagnostics and Insulation
- Temporal Dynamic Quantization for Diffusion Models
2023/06/04 by So, Junhyuk, Lee, Jungwon, Ahn, Daehyun +2 · 9 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Squeezing Large-Scale Diffusion Models for Mobile
2023/07/03 by Choi, Jiwoong, Kim, Minkyu, Ahn, Daehyun +6 · 3 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- INSTA-BNN: Binary Neural Network with INSTAnce-aware Threshold
2022/04/15 by Chang‐Hun Lee, Lee, Changhun, Hyungjun Kim +5 · 2 citations
Computer Science · Medicine · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- QUICK: Quantization-aware Interleaving and Conflict-free Kernel for efficient LLM inference
2024/02/15 by Kim, Taesu, Lee, Jongho, Ahn, Daehyun +4 · 1 citation
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Debunking the CUDA Myth Towards GPU-based AI Systems
2024/12/31 by Lee, Yunjae, Lim, Juntaek, Bang, Jehyeon +10 · 1 citation
#Artificial Intelligence (cs.AI) #Distributed #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Parallel #and Cluster Computing (cs.DC)