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cs.LG2025
SplitQuantV2: Enhancing Low-Bit Quantization of LLMs Without GPUs
Jaewoo Song, Fangzhen Lin
The quantization of large language models (LLMs) is crucial for deploying them on devices with limited computational resources. While advanced quantization algorithms offer improve…
cs.LG2025
SplitQuant: Layer Splitting for Low-Bit Neural Network Quantization
Jaewoo Song, Fangzhen Lin
Quantization for deep neural networks (DNNs) is the process of mapping the parameter values of DNNs from original data types to other data types of lower precision to reduce model…