Hello, i just wanted to point out, that the provided script 'dropout-modality.py' to generate the pseudo_validation set is non-deterministic (I assume this was the goal as you explicitly mention that participants should use this script with the given random seed). os.listdir() however will provide the files in an arbitrary order, so the generated pseudo_validation sets will be different.