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: Ensuring the quality and reliability of multimodal video data is critical for applications that rely on accurate interpretation, such as medical imaging, surveillance, remote sensing and ...

Abstract: Outliers carry significant information to reflect an anomaly mechanism, so outlier detection facilitates relevant data mining. In terms of outlier detection, the classical approaches from ...