Create a slide for a conference presentation. I want a direct and data oriented approach, that focuses in the techniques presented and in the results achieved.
Create a slide for a conference presentation. I want a direct and data oriented approach, that focuses in the techniques presented and in the results achieved.
Created using ChatSlide
This document explores strategies for enhancing memory efficiency in edge-based Large Language Models (LLMs), crucial for AIoT platforms. It addresses the challenges in memory management, analyzing energy consumption impacts and resolving bottlenecks. Innovative solutions such as dynamic weight streaming and embedding prefetching are detailed, alongside their effects. Experimental results demonstrate reduced energy usage and improved performance, supported by comparative graphs. The...