Quantization plays a crucial role in deploying Large Language Models (LLMs) in resource-constrained environments. However, the presence of outlier features significantly hinders low-bit quantization.

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Abstract: This paper presents a novel reconfigurable 4-2 adder-subtractor-compressor (RASC) architecture that natively handles arbitrary combinations of positive and negative inputs for arithmetic ...

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Abstract: This paper presents a single-channel 10-bit pipelined analog-to-digital converter (ADC) with parallel time-domain (TD) quantization running at $3 \mathrm{GS} / \mathrm{s}$. By sharing the ...