My model have MSE, BCE and CTC.

It is just summed, but probably it is not best approach.

If I add one variable as a coefficient. Model will simply make it equal to zero.

I thought to do for something like (1-a)loss1 + aloss2, but these functions have different scales, so the model will simply choose loss with minimal scale.

At this point im out of ideas.