This is the code used for the experiments in the paper "Bayesian Neural Networks with Variance Propagation for Uncertainty Evaluation". This provides logs of the experiments.

The experiments are conducted using TensorFlow 2.1. Please see requirements.txt to know packages in the experiments.

Code

• approximation_*.ipynb:

  • provides results of appendix B.
  • is executable.

• nn2vpbnn_*.ipynb:

  • provides results of 5.1 and appendix C.
  • is partially executable because we have not released some of our code such as the vpbnn package.

• ptb_*.ipynb:

  • provides results of 5.2 and appendix D.
  • is partially executable because we have not released some of our code such as the vpbnn package.

• ood.ipynb:

  • provides results of 5.3 and appendix E.
  • is partially executable because we have not released some of our code such as the vpbnn package.