In short, no.

The DMVs don't store data, they're views into the current internal state of SQL Server. Any restart will clear the DMVs and most performance-related data (dm_exec_query_stats and related DMVs) are based on the plans in memory and a whole pile of things can remove plans from cache or even clear the entire cache.

This is why performance benchmarks are such good things to set up and keep.