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BNN optimization.

Merged Danilo Enoque Ferreira de Lima requested to merge bnn_opt into main

This tackles three issues:

  • The aleatoric uncertainty was a single number in the past for the full spectrum. In this version, a number per output is used, allowing the uncertainty to adapt to each case.
  • There was a major bug fixed in the hyperprior for the aleatoric uncertainty, which used incorrectly the weight's prior instead of the uncertainty variable. This has now been fixed in the hyperprior calculation.
  • The number of neurons have been reduced to simplify the network.
Edited by Danilo Enoque Ferreira de Lima

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