2 papers
cs.AR2026
EdgeCIM: A Hardware-Software Co-Design for CIM-Based Acceleration of Small Language Models
Jinane Bazzi, Mariam Rakka, Fadi Kurdahi +2
The growing demand for deploying Small Language Models (SLMs) on edge devices, including laptops, smartphones, and embedded platforms, has exposed fundamental inefficiencies in exi…
cs.LG2025
Mixed-Precision Quantization for Language Models: Techniques and Prospects
Mariam Rakka, Marios Fournarakis, Olga Krestinskaya +5
The rapid scaling of language models (LMs) has resulted in unprecedented computational, memory, and energy requirements, making their training and deployment increasingly unsustain…