Jingyun Jia

Context-Adaptive Inference: A Unified Statistical and Foundation-Model View

This article provides a unified view of context-adaptive inference across three traditions that are usually treated separately: explicit adaptation in statistics, rapid task-specific adaptation in meta-learning and transfer, and implicit adaptation in large foundation models via prompting, retrieval, and expert routing.