Linear-Time Sequence Modeling: An In-Depth Analysis of State Space Models and the Mamba Architecture as Alternatives to Quadratic Attention
The Scaling Barrier: Deconstructing the Transformer’s Quadratic Bottleneck The Transformer architecture, introduced in 2017, has become the cornerstone of modern machine learning, particularly in natural language processing.1 Its success is Read More …