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Top 11 bayesian-deep-learning open source projects

Open Source Photometric classification https://supernnova.readthedocs.io

✭ 18

python deep-learning pandas pytorch recurrent-neural-networks reproducible-science cosmology arxiv bayesian-statistics bayesian-neural-networks bayesian-deep-learning supernova

General purpose library for BNNs, and implementation of OC-BNNs in our 2020 NeurIPS paper.

✭ 31

python paper bnns bayesian-neural-networks bayesian-deep-learning oc-bnn

Neural Networks and Bayesian Learning

✭ 24

Jupyter Notebook neural-networks bayesian-deep-learning bayesian-models approximate-bayesian-inference pyro-ppl

Attending to Discriminative Certainty for Domain Adaptation

✭ 17

lua shell cvpr adversarial-learning domain-adaptation bayesian-deep-learning unsupervised-domain-adaptation

TransMorph Transformer for Medical Image Registration

TransMorph: Transformer for Unsupervised Medical Image Registration (PyTorch)

✭ 130

python Jupyter Notebook deep-learning transformer diffeomorphism image-registration bayesian-deep-learning image-alignment vision-transformer swin-transformer

Code for "Depth Uncertainty in Neural Networks" (https://arxiv.org/abs/2006.08437)

Structured-Bayesian-Pruning-pytorch

pytorch implementation of Structured Bayesian Pruning

✭ 18

python model-compression bayesian-deep-learning

deep-weight-prior

The Deep Weight Prior, ICLR 2019

✭ 42

Jupyter Notebook python iclr bayesian-deep-learning prior-knowledge

Dropout BBalpha

Implementations of the ICML 2017 paper (with Yarin Gal)

✭ 40

python deep-learning bayesian bayesian-deep-learning approximate-inference

spatial-smoothing

(ICML 2022) Official PyTorch implementation of “Blurs Behave Like Ensembles: Spatial Smoothings to Improve Accuracy, Uncertainty, and Robustness”.

✭ 68

python Jupyter Notebook neural-network pytorch uncertainty uncertainty-quantification uncertainty-estimation bayesian-neural-networks robustness bayesian-deep-learning

pytorch-convcnp

A PyTorch Implementation of Convolutional Conditional Neural Process.

✭ 41

Jupyter Notebook python pytorch deeplearning bayesian-deep-learning pytorch-implementation deep-generative-models

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