Solved by googlebot in post #4 
              
              
                Use of AIC’s num. of parameters term is questionable with overparametrized DL models. But likelihood part is comparable across models, yes. 

Manual seed is good, as it has no computational side effects. Additional measures should be used with care, you could slow down stuff without achieving bit-wi…