i think there could be a benefit to training when using heavy equipment that supports better overall training session.
for example, using heavier tires to reduce the frequency of flats
using a backpack or camel back to carry higher quality recovery fluid or food.
but as others suggest - training and reproducing race conditions and equipment is very important for learning about the "feel" of your bike on race day.