Ah yes, this is not made clear in the manual. Those caps go by the LED. A little extra high frequency filtering in the power supply prior to the audio stages. The only reason I did this is because the minimum order quantity is 10. You only need 2. So I just threw them in for free, rather than having you buy so many.
jh