bayesian-deep-learning topic
Master-Thesis-BayesianCNN
Master Thesis on Bayesian Convolutional Neural Network using Variational Inference
evaluating_bdl
Official implementation of "Evaluating Scalable Bayesian Deep Learning Methods for Robust Computer Vision", CVPR Workshops 2020.
variational-dropout-sparsifies-dnn
Sparse Variational Dropout, ICML 2017
mlss2019-bayesian-deep-learning
MLSS2019 Tutorial on Bayesian Deep Learning
kfac-jax
Second Order Optimization and Curvature Estimation with K-FAC in JAX.
DUN
Code for "Depth Uncertainty in Neural Networks" (https://arxiv.org/abs/2006.08437)
spatial-smoothing
(ICML 2022) Official PyTorch implementation of “Blurs Behave Like Ensembles: Spatial Smoothings to Improve Accuracy, Uncertainty, and Robustness”.
group-sparsity-sbp
Structured Bayesian Pruning, NIPS 2017
AVUC
Code to accompany the paper 'Improving model calibration with accuracy versus uncertainty optimization'.
Structured-Bayesian-Pruning-pytorch
pytorch implementation of Structured Bayesian Pruning