@kijanki good points. I have Chord Hugo TT2 that uses SMPS and sounds fine. It’s all in the quality of the SMPS and implementation. However, I do prefer a good quality and properly implemented linear power supply as in my experience the transients and dynamics are typically better with components utilizing linear supply with good filtering.
In case of Audiolab, I wouldn’t screw around with the power supply there. But I would deaden the case - there are plenty of real estate there to apply some noise and vibration isolating Dynamat. Check out this video: