Yulhwa Kim
- SLEB: Streamlining LLMs through Redundancy Verification and Elimination of Transformer Blocks
2024/02/14 by Jiwon Song, Kyungseok Oh, Song, Jiwon +9 · 30 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
- Mixture of Scales: Memory-Efficient Token-Adaptive Binarization for Large Language Models
2024/06/18 by Dongwon Jo, Jo, Dongwon, Taesu Kim +5 · 6 citations
Computer Science · #Natural Language Processing Techniques #Topic Modeling #Speech Recognition and Synthesis
- L4Q: Parameter Efficient Quantization-Aware Fine-Tuning on Large Language Models
2024/02/07 by Hyesung Jeon, Yulhwa Kim, Jeon, Hyesung +3 · 5 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Speech Recognition and Synthesis #Topic Modeling
- Squeezing Large-Scale Diffusion Models for Mobile
2023/07/03 by Ji-Woong Choi, Minkyu Kim, Choi, Jiwoong +15 · 3 citations
Computer Science · #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Stochastic Gradient Optimization Techniques
- Neural Network-Hardware Co-design for Scalable RRAM-based BNN Accelerators
2018/11/06 by Yulhwa Kim, Hyungjun Kim, Kim, Yulhwa +3 · 1 citation
Computer Science · Engineering · #Advanced Memory and Neural Computing #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #Neural and Evolutionary Computing (cs.NE)
- Reasoning Path Compression: Compressing Generation Trajectories for Efficient LLM Reasoning
2025/05/20 by Jiwon Song, Song, Jiwon, Dongwon Jo +5 · 7 citations
Computer Science · #Natural Language Processing Techniques #Semantic Web and Ontologies #Formal Methods in Verification