Machine Learning, Artificial Intelligence, Topology, Transformers, Neural Networks.
The transformer architecture has emerged as the predominant framework for deep learning, playing a pivotal role in the remarkable achievements of large language models like ChatGPT. Despite its widespread adoption, the theoretical underpinnings of its success remain largely uncharted territory. In