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| [Profile] • 현) NAVER Cloud, AI Computing Solution, Team Lead • 전) 삼성전자 삼성리서치 (Samsung Research) • 충북대학교 전자공학부 학사 [Expertise] • LLM Inference Optimization • AI/LLM Compression • On-device AI Optimization [Selected Publications] • DropBP: Accelerating Fine-Tuning of Large Language Models by Dropping Backward Propagation (NeurIPS 2024) • LUT-GEMM: Quantized Matrix Multiplication based on LUTs for Efficient Inference in Large-Scale Generative Language Models (ICLR 2024) • Encoding Weights of Irregular Sparsity for Fixed-to-Fixed Model Compression (ICLR 2022) • BiQGEMM: Optimal Binary Quantization Matrix Multiplication for Quantized Neural Networks (SC20) |
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