IEEE

LLM on FPGA: Squeezing Language Models by Quantization and Multi-Query Attention and its Efficient Hardware Architecture

Abstract: We present an on-chip implementation of a compressed Transformer-based language model on a Xilinx Artix-7 FPGA. Our contributions include: (1) combining ultra-low-precision quantization (4 ...

Explainable AI And Generative Analytics Are Reshaping Enterprise Strategy And Ajith Suresh Is Building The Frameworks Behind It

Industry analysts have highlighted the rise of generative AI, autonomous analytics, and explainable AI (XAI) as defining ...
IEEE

A Comparative Study of Machine Learning and Large Language Models for SQL and NoSQL Injection Vulnerability Detection

The exponential growth of data in relational (SQL) and non-relational (NoSQL) databases has led to an increase in injection attacks, ranking them among the top cybersecurity threats. This study ...