Yes, but it’s not uniform at all. The paper shows cooling in some parts of the north, and heating in the southern latitudes, along with significant variations by depth.

There’s a lot of nuance in this stuff - far more than global average surface temperature (which is primarily good for scary headlines) and “fish don’t have AC”.