Comments (1)
Dear @GloryyrolG ,
Thank you for your observation.
You are right about pos_energy
<= neg_energy
in general energy-based models. However, in NAE, we regularize (neg_energy ** 2)
in order to prevent a model from diverging. I think this regularization is responsible for a slightly smaller neg_energy
. From my experience, it is usually fine as long as pos_energy stays not too far from neg_energy.
Please let me know if you observe any notable consequences.
Best,
Sangwoong.
from normalized-autoencoders.
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