Large language models (LLMs) have revolutionized language processing, delivering outstanding results across multiple applications. However, deploying LLMs on edge devices poses several challenges with ...

Abstract: Post-training neural network quantization (PTQ) is an effective model compression technology that has revolutionized the deployment of deep neural networks on various edge devices. It ...

Abstract: The use of large-language models is widespread in a range of applications, including natural language processing and multimodal tasks. However, these models are computationally intensive.