Theoretically if said base could hover above the surface of the sea-bed during an earthquake scenario, perhaps it could resist most of the damage, provided it could remain stable.
Hmmm, perhaps if it was sort of tethered to the ocean floor using cables? Using a tethered base would also allow you to build in shallower water, as the flexibility would allow you to withstand some of the effects of a tsunami.