Cache-Oblivious Search Trees is a data structure that organizes data in a hierarchical, balanced tree format optimized for efficient searching in external memory environments without explicit knowledge of cache parameters, distinguishing itself from other external memory search trees by its ability to achieve optimal cache performance across all levels of a memory hierarchy through recursive layout and divide-and-conquer algorithms.