Parameter-Efficient Fine-Tuning: A Comprehensive Analysis of Techniques, Applications, and Future Directions
I. Executive Summary Parameter-Efficient Fine-Tuning (PEFT) has emerged as a transformative paradigm in the era of large-scale Artificial Intelligence (AI) models, particularly Large Language Models (LLMs) and Foundation Models (FMs). Read More …