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cs.LG2025
Radio: Rate-Distortion Optimization for Large Language Model Compression
Sean I. Young
In recent years, the compression of large language models (LLMs) has emerged as a key problem in facilitating LLM deployment on resource-limited devices, reducing compute costs, an…
cs.LG2024
Foundations of Large Language Model Compression -- Part 1: Weight Quantization
Sean I. Young
In recent years, compression of large language models (LLMs) has emerged as an important problem to enable language model deployment on resource-constrained devices, reduce computa…