Thank you so much @ptrblck, it is working now! 
Usually I wouldn’t use seeding to compare models but this time I just wanted to make sure that my implementation was correct. Therefore, I figured I just check the results using the same seed. But I see how this can lead to issues, as in this case for example.
Anyways, once again, thank you for the support!
All the best
snowe