The New Wave of Sequence Modeling: A Comparative Analysis of State Space Models and Transformer

Introduction: The Shifting Landscape of Sequence Modeling The field of sequence modeling was fundamentally reshaped in 2017 with the introduction of the Transformer architecture. Its core innovation, the self-attention mechanism, Read More …

The Automation of Discovery: A Comprehensive Analysis of Neural Architecture Search (NAS)

1. Introduction: The Genesis and Evolution of Automated Architecture Design 1.1. From Manual Artistry to Algorithmic Discovery: The Motivation for NAS The rapid advancements in deep learning over the past Read More …