4 citations · 4 across the 5 of their papers we have counts for
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cs.DS2024
Log-Time K-Means Clustering for 1D Data: Novel Approaches with Proof and Implementation
Jake Hyun
Clustering is a key task in machine learning, with -means being widely used for its simplicity and effectiveness. While 1D clustering is common, existing methods often fail to e…
cs.LG2024
DecDEC: A Systems Approach to Advancing Low-Bit LLM Quantization
Yeonhong Park, Jake Hyun, Hojoon Kim +1
Quantization of Large Language Models (LLMs) has recently gained popularity, particularly for on-device settings with limited hardware resources. While efficient, quantization inev…
cs.LG2024★ 4 cited
Any-Precision LLM: Low-Cost Deployment of Multiple, Different-Sized LLMs
Yeonhong Park, Jake Hyun, SangLyul Cho +2
Recently, considerable efforts have been directed towards compressing Large Language Models (LLMs), which showcase groundbreaking capabilities across diverse applications but entai…