From your words, your capacitors are most-likely okay.
Caps going bad in SS amp will hum and possibly pick-up RFI noise almost just like tubes.
The other way is to look at those if they show any signs of heat impact, discoloration or deterioration of print. Electrolytic DC caps usually can show that they're getting little 'fat', showing some loss of liquid around it.