Tai Nakamaki

Transformers are Minimax Optimal Nonparametric In-Context Learners

In-context learning (ICL) of large language models has proven to be a surprisingly effective method of learning a new task from only a few demonstrative examples. In this paper, we shed light on the efficacy of ICL from the viewpoint of statistical learning theory. We develop approximation and gener…