bhargobdeka / Bayesian-Neural-Networks

This repository shows different Bayesian Neural Networks available for predictive uncertainty.

Bayesian-Neural-Networks

This repository shows different Bayesian Neural Networks available for predictive uncertainty. The following BNNs are provided:

• Probabilistic Back Propagation (PBP) (in Progress)
• MC-Dropout (in Progress)
• Bayes-by-Backprop (in Progress)

SOTA Papers:

• (PBP): (https://arxiv.org/abs/1502.05336)
• (MC-Dropout): (https://arxiv.org/abs/1506.02142)
• (Bayes-by-Backprop) : (https://arxiv.org/pdf/1505.05424.pdf)
• (Deep Ensembles) : (https://arxiv.org/pdf/1612.01474.pdf)

Recent Papers:

• A review paper on uncertainty quantification: (https://arxiv.org/pdf/2011.06225.pdf)