The Deep Creek Range was once a part of the Lost River Range until the Yellowstone hot spot cut its path forming that big flat spot in southern Idaho. A lot of the geological characteristics are identical to those of the Lost Rivers. (I read this in a geology book somewhere. Don't remember too many details.)
Here is an online BLM map that shows the boundaries between private and public land.