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 …

Dynamic Compute in Transformer Architectures: A Comprehensive Analysis of the Mixture of Depths Paradigm

Section 1: The Principle of Conditional Computation and the Genesis of Mixture of Depths The development of the Mixture of Depths (MoD) architecture represents a significant milestone in the ongoing Read More …