Is fast setting concrete heavier than regular concrete?
The person that told you that regular concrete is heavier than fast setting concrete may be referring to the weight of the bags that they come in at the big box stores.  The weight in concrete comes mostly from the aggregate, not the cement.  Any difference in weight between the two types of concrete would be immaterial in your application.