A repo for testing uncertainty quantification methods using Bayesian Neural Networks, via numpyro.
Model | Time | Mean Rel Interval Length | Mean Error |
---|---|---|---|
LaplaceNormal | 120 | 0.10 | 0.002 |
LaplaceUniform | 119 | 0.10 | 0.002 |
GPR | 54 | 0.09 | 0.001 |
PCM | 14 | 0.07 | 0.009 |
SplitConformal | 1.8 | 0.09 | 0.006 |