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.

Abstract: This paper introduces a novel resonant tank design approach for dual-phase LLC DC-DC resonant converters in Auxiliary Power Module (APM) applications. The proposed design ensures that the ...

U.S. Marines with 2nd Battalion, 4th Marine Regiment, 1st Marine Division, simulate an overhead fire scenario during Service Level Training Exercise 0-25 at Range 205, Marine Corps Air Ground Combat ...

Abstract: Layer normalization (LN) function is widely adopted in Transformer-based neural networks. The efficient training of Transformers on personal devices is attracting attention for data privacy ...