Yulhwa Kim

QWHA: Quantization-Aware Walsh-Hadamard Adaptation for Parameter-Efficient Fine-Tuning on Large Language Models

QTALE: Quantization-Robust Token-Adaptive Layer Execution for LLMs

KV-Prune: Key–Value Similarity for Online Structured Pruning for Large Language Models

Reasoning Path Compression: Compressing Generation Trajectories for Efficient LLM Reasoning

L4Q: Parameter Efficient Quantization-Aware Fine-Tuning on Large Language Models

Highlight Diffusion: Training-Free Attention Guided Acceleration for Text-to-Image Models