Battery Power Density - Voltage Higher than Load Requires or Not?
Answering to let this get archived.  As noted by @brhans, the power density of the battery is dependent on battery chemistry/construction, not other factors.

Therefore, for a given battery chemistry, the most efficient battery pack would be one which provides voltage closest to the required input voltage.