information-bottleneck

There are 5 repositories under information-bottleneck topic.

NVlabs / FAN
Official PyTorch implementation of Fully Attentional Networks
backbone deep-learning image-classification object-detection vision-transformers visual-recognition semantic-segmentation corruption imagenet out-of-distribution pre-train cityscapes coco information-bottleneck self-attention visual-grouping
Language:Python 461
ZIYU-DEEP / Awesome-Information-Bottleneck
This is a curated list for Information Bottleneck Principle, in memory of Professor Naftali Tishby.
information deep-learning information-bottleneck deep-neural-networks deep-reinforcement-learning awesome-list
285
1Konny / VIB-pytorch
Pytorch implementation of Deep Variational Information Bottleneck
classification deep-learning information-bottleneck machine-learning pytorch variational-inference
Language:Python 168
snap-stanford / GIB
Graph Information Bottleneck (GIB) for learning minimal sufficient structural and feature information using GNNs
graph-neural-networks information-bottleneck representation-learning robustness node-classification
Language:Jupyter Notebook 120
RyanWangZf / PAC-Bayes-IB
Official repo for PAC-Bayes Information Bottleneck. ICLR 2022.
information-bottleneck
Language:Jupyter Notebook 44
burklight / nonlinear-IB-PyTorch
Pytorch Implementation of the Nonlinear Information Bottleneck
information-bottleneck information-bottleneck-theory deep-learning representation-learning pytorch compression-algorithm
Language:Python 34
cjx96 / CDRIB
[ICDE 2022]Cross-Domain Recommendation to Cold-Start Users via Variational Information Bottleneck
information-bottleneck cross-domain-recommendation
Language:Python 27
nec-research / microbiome-mvib
Microbiome-based disease prediction with multimodal variational information bottlenecks, Grazioli et al., PLOS Computational Biology 2022
microbiome machine-learning information-theory variational-inference information-bottleneck
Language:Python 24
nec-research / vibtcr
Code for "Attentive Variational Information Bottleneck for TCR-peptide Interaction Prediction", Grazioli et al., Bioinformatics 2022
attention information-bottleneck tcr binding-prediction bioinformatics
Language:Jupyter Notebook 22
makezur / information_bottleneck_pytorch
Project for the Large Scale Optimization course at Skoltech
pytorch mutual-information neural-networks information-bottleneck-theory information-bottleneck
Language:Jupyter Notebook 21
mohith-sakthivel / mine-pytorch
Implementation of Information Bottleneck with Mutual Information Neural Estimation (MINE)
mutual-information information-bottleneck mine mi-estimation infomax mutual-information-neural-estimator mutual-information-estimation mutual-information-estimators pytorch
Language:Python 15
ChocoWu / MRE-ISE
About Codes for ACL 2023 paper: Exploiting! Multimodal Relation Extraction with Feature Denoising and Multimodal Topic Modeling.
information-bottleneck multimodel-relation-extraction topic-modeling
Language:Python 12
sungyubkim / DVIB
A pytorch implementation of DVIB(Deep Variational Information Bottleneck)
pytorch pytorch-implmention mutual-information information-bottleneck variational-inference
Language:Jupyter Notebook 8
feng-bao-ucsf / DVIB
DVIB is an information bottleneck method that tries to disentangle multiview data into shared and private representations.
information-bottleneck multiview-learning variational-inference
Language:Python 6
forkkr / HIBPool
[IJCNN 2021] Structure-Aware Hierarchical Graph Pooling using Information Bottleneck
graph-classification graph-pooling information-bottleneck graph-neural-networks
Language:Jupyter Notebook 6
BehroozRazeghi / Bottlenecks-CLUB
Bottlenecks CLUB: Unifying Information-Theoretic Trade-offs among Complexity, Leakage, and Utility
generative-models information-bottleneck information-obfuscation information-theoretic-privacy statistical-inference
Language:Jupyter Notebook 4
CNelias / IntegerIB.jl
Information bottleneck's (IB) principle applied to categorical data clustering.
information-bottleneck categorical-data julia clustering
Language:Julia 2
epiasini / embo-github-mirror
A Python implementation of the Information Bottleneck analysis framework (Tishby, Pereira, Bialek 2000), especially geared towards the analysis of concrete, finite-size data sets. **GitHub mirror**: development happens at https://gitlab.com/epiasini/embo
information-bottleneck python
Language:Jupyter Notebook 2
VanessB / Information-v3
Package for information-theoretic data analysis
deep-learning entropy information-bottleneck information-theory machine-learning mutual-information
Language:Jupyter Notebook 2
antiingel / information-bottleneck-BCI
Information Bottleneck as Optimisation Method for SSVEP-Based BCI
bci information-bottleneck information-theory optimisation ssvep
Language:Python 1
BehroozRazeghi / Variational-Leakage
Modeled discriminative prior problem learning privacy-utility trade-off Private Information Bottleneck un-supervised
celeba-experiments colored-mnist information-bottleneck information-complexity intrinsic-leakage privacy statistical-inference
Language:Jupyter Notebook 1
genema / TECOS-LVM
[NeurIPS] Temporal Conditioning Spiking Latent Variable Models of the Neural Response to Natural Visual Scenes
computational-neuroscience information-bottleneck spiking-neural-networks cognitive-computational-neuroscience noisy-spiking-neural-models sensory-circuit-modeling sensory-neuroscience
Language:Python 1
pyib / pyib
PyTorch & OpenMM implementations of deep-learning based approaches for learning and biasing reaction coordinates in molecular simulations.
deep-learning information-bottleneck openmm pytorch
Language:Python 0
vladbataev / vib
deep-learning information-bottleneck variational-inference
Language:Jupyter Notebook 0
AnirbanSamaddar / SparC-IB
This repository contains opensource codes for sparsity inducing approaches in deep information bottleneck models.
bayesian-inference deep-learning information-bottleneck pytorch variational-inference
Language:Python

information-bottleneck

NVlabs / FAN

ZIYU-DEEP / Awesome-Information-Bottleneck

1Konny / VIB-pytorch

snap-stanford / GIB

RyanWangZf / PAC-Bayes-IB

burklight / nonlinear-IB-PyTorch

cjx96 / CDRIB

nec-research / microbiome-mvib

nec-research / vibtcr

makezur / information_bottleneck_pytorch

mohith-sakthivel / mine-pytorch

ChocoWu / MRE-ISE

sungyubkim / DVIB

feng-bao-ucsf / DVIB

forkkr / HIBPool

BehroozRazeghi / Bottlenecks-CLUB

CNelias / IntegerIB.jl

epiasini / embo-github-mirror

VanessB / Information-v3

antiingel / information-bottleneck-BCI

BehroozRazeghi / Variational-Leakage

genema / TECOS-LVM

pyib / pyib

vladbataev / vib

AnirbanSamaddar / SparC-IB