How to deal with different audio formats for audio classification?
If the goal of the project is to classify the groups, then just use the file format information. It is common in machine learning to use meta-data information as a feature.
If you want to contrive the problem by not using metadata, then convert them to format that audio quality matters less such as spectrogram or Fourier transform.