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GSVDD Loss - Question

Hello, amazing work!

I am currently trying to reimplement the paper and I stumbled upon a problem when computing the GSVDD classifier loss.

This is what I have:

  • Latent/encoded vector of shape=(1, Z), the input from the current batch;
  • Mean vector of shape=(1, Z), calculated in the E step from all samples;
  • Standard deviation vector of shape=(1, Z), calculated in the E step from all samples.

Now when I calculate the GSVDD classifier loss I end up with a loss that is also (1, Z), should I average it to get a single value? I'm probably missing a key point here.

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