information-bottleneck topic

List information-bottleneck repositories

FAN

462
Stars
28
Forks
Watchers

Official PyTorch implementation of Fully Attentional Networks

VIB-pytorch

168
Stars
23
Forks
Watchers

Pytorch implementation of Deep Variational Information Bottleneck

Awesome-Information-Bottleneck

287
Stars
35
Forks
Watchers

This is a curated list for Information Bottleneck Principle, in memory of Professor Naftali Tishby.

GIB

120
Stars
24
Forks
Watchers

Graph Information Bottleneck (GIB) for learning minimal sufficient structural and feature information using GNNs

PAC-Bayes-IB

44
Stars
2
Forks
Watchers

Official repo for PAC-Bayes Information Bottleneck. ICLR 2022.

nonlinear-IB-PyTorch

34
Stars
7
Forks
Watchers

Pytorch Implementation of the Nonlinear Information Bottleneck

vibtcr

22
Stars
1
Forks
Watchers

Code for "Attentive Variational Information Bottleneck for TCR-peptide Interaction Prediction", Grazioli et al., Bioinformatics 2022

microbiome-mvib

24
Stars
1
Forks
Watchers

Microbiome-based disease prediction with multimodal variational information bottlenecks, Grazioli et al., PLOS Computational Biology 2022

mine-pytorch

16
Stars
3
Forks
Watchers

Implementation of Information Bottleneck with Mutual Information Neural Estimation (MINE)