2 papers
cs.DC2025
Characterizing and Understanding Energy Footprint and Efficiency of Small Language Model on Edges
Md Romyull Islam, Bobin Deng, Nobel Dhar +4
Cloud-based large language models (LLMs) and their variants have significantly influenced real-world applications. Deploying smaller models (i.e., small language models (SLMs)) on…
cs.LG2025
Activation Sparsity Opportunities for Compressing General Large Language Models
Nobel Dhar, Bobin Deng, Md Romyull Islam +3
Deploying local AI models, such as Large Language Models (LLMs), to edge devices can substantially enhance devices' independent capabilities, alleviate the server's burden, and low…