I've found the opposite to be true. Where standing water is concerned, it's best to go as fast as you can so when your tires are no longer in contact with pavement you still have enough momentum to get to the other side:
— Hey guys I'm going for it. See y'all on the other side.
— Yeah, whatever man. See ya on the other side.
I have a similar technique for driving on black ice.
