Propagation of Chaos in Contextual Flow Maps

Shi Chen, Zhengjiang Lin, Kaizhao Liu +1

We develop a quantitative statistical theory of transformers in the large-context regime by adopting the abstraction of contextual flow maps (CFMs): dynamical systems that evolve a…