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GitHub topics: information-bottleneck

zichuan-liu/TimeXplusplus

[ICML'24] Official PyTorch Implementation of TimeX++

Language: Python - Size: 12.2 MB - Last synced: about 20 hours ago - Pushed: 1 day ago - Stars: 1 - Forks: 1

ZIYU-DEEP/Awesome-Information-Bottleneck

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

Size: 5.04 MB - Last synced: 4 days ago - Pushed: 5 days ago - Stars: 285 - Forks: 34

pyib/pyib

PyTorch & OpenMM implementations of deep-learning based approaches for learning and biasing reaction coordinates in molecular simulations.

Language: Python - Size: 33.1 MB - Last synced: 30 days ago - Pushed: about 2 years ago - Stars: 0 - Forks: 1

NVlabs/FAN

Official PyTorch implementation of Fully Attentional Networks

Language: Python - Size: 8.6 MB - Last synced: 25 days ago - Pushed: about 1 year ago - Stars: 458 - Forks: 28

snap-stanford/GIB

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

Language: Jupyter Notebook - Size: 211 KB - Last synced: 29 days ago - Pushed: over 1 year ago - Stars: 119 - Forks: 25

genema/TECOS-LVM

[NeurIPS] Temporal Conditioning Spiking Latent Variable Models of the Neural Response to Natural Visual Scenes

Language: Python - Size: 33.2 KB - Last synced: 2 months ago - Pushed: 2 months ago - Stars: 0 - Forks: 0

ChocoWu/MRE-ISE

About Codes for ACL 2023 paper: Exploiting! Multimodal Relation Extraction with Feature Denoising and Multimodal Topic Modeling.

Language: Python - Size: 6.73 MB - Last synced: about 2 months ago - Pushed: about 2 months ago - Stars: 10 - Forks: 0

makezur/information_bottleneck_pytorch

Project for the Large Scale Optimization course at Skoltech

Language: Jupyter Notebook - Size: 139 KB - Last synced: 7 months ago - Pushed: over 5 years ago - Stars: 20 - Forks: 9

sungyubkim/DVIB

A pytorch implementation of DVIB(Deep Variational Information Bottleneck)

Language: Jupyter Notebook - Size: 11.2 MB - Last synced: 7 months ago - Pushed: over 5 years ago - Stars: 5 - Forks: 1

1Konny/VIB-pytorch

Pytorch implementation of Deep Variational Information Bottleneck

Language: Python - Size: 77.1 KB - Last synced: 7 months ago - Pushed: about 6 years ago - Stars: 147 - Forks: 22

ChenLiu-1996/DSMI

[ICML 2023 Workshop on TAG-ML] Assessing Neural Network Representations During Training Using Data Diffusion Map Spectra

Language: Python - Size: 34.7 MB - Last synced: 8 months ago - Pushed: 8 months ago - Stars: 3 - Forks: 0

vladbataev/vib

Language: Jupyter Notebook - Size: 8.52 MB - Last synced: 9 months ago - Pushed: over 5 years ago - Stars: 0 - Forks: 0

BehroozRazeghi/Variational-Leakage

Modeled discriminative prior problem learning privacy-utility trade-off Private Information Bottleneck un-supervised

Language: Jupyter Notebook - Size: 6.24 MB - Last synced: 9 months ago - Pushed: over 1 year ago - Stars: 1 - Forks: 0

forkkr/HIBPool

[IJCNN 2021] Structure-Aware Hierarchical Graph Pooling using Information Bottleneck

Language: Jupyter Notebook - Size: 593 KB - Last synced: 10 months ago - Pushed: 12 months ago - Stars: 5 - Forks: 3

VanessB/Information-v3

Package for information-theoretic data analysis

Language: Jupyter Notebook - Size: 4.39 MB - Last synced: 8 months ago - Pushed: 8 months ago - Stars: 0 - Forks: 1

BehroozRazeghi/Bottlenecks-CLUB

Bottlenecks CLUB: Unifying Information-Theoretic Trade-offs among Complexity, Leakage, and Utility

Language: Jupyter Notebook - Size: 14.2 MB - Last synced: 9 months ago - Pushed: about 1 year ago - Stars: 3 - Forks: 0

AnirbanSamaddar/SparC-IB

This repository contains opensource codes for sparsity inducing approaches in deep information bottleneck models.

Language: Python - Size: 51.8 KB - Last synced: about 1 year ago - Pushed: about 1 year ago - Stars: 0 - Forks: 0

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

Language: Jupyter Notebook - Size: 2.92 MB - Last synced: about 1 year ago - Pushed: almost 3 years ago - Stars: 1 - Forks: 0

cjx96/CDRIB

[ICDE 2022]Cross-Domain Recommendation to Cold-Start Users via Variational Information Bottleneck

Language: Python - Size: 30.2 MB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 19 - Forks: 5

feng-bao-ucsf/DVIB

DVIB is an information bottleneck method that tries to disentangle multiview data into shared and private representations.

Language: Python - Size: 165 KB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 5 - Forks: 1

RyanWangZf/PAC-Bayes-IB

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

Language: Jupyter Notebook - Size: 12.2 MB - Last synced: about 1 year ago - Pushed: about 2 years ago - Stars: 32 - Forks: 1

burklight/nonlinear-IB-PyTorch

Pytorch Implementation of the Nonlinear Information Bottleneck

Language: Python - Size: 13.2 MB - Last synced: about 1 year ago - Pushed: almost 2 years ago - Stars: 30 - Forks: 8

nec-research/vibtcr

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

Language: Jupyter Notebook - Size: 43.3 MB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 18 - Forks: 0

nec-research/microbiome-mvib

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

Language: Python - Size: 340 MB - Last synced: about 1 year ago - Pushed: about 2 years ago - Stars: 21 - Forks: 1

mohith-sakthivel/mine-pytorch

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

Language: Python - Size: 86.9 KB - Last synced: about 1 year ago - Pushed: almost 3 years ago - Stars: 5 - Forks: 2

CNelias/IntegerIB.jl

Information bottleneck's (IB) principle applied to categorical data clustering.

Language: Julia - Size: 57.6 KB - Last synced: 9 days ago - Pushed: over 1 year ago - Stars: 2 - Forks: 0

Related Keywords
information-bottleneck 26 deep-learning 10 pytorch 7 variational-inference 6 mutual-information 5 machine-learning 3 information-bottleneck-theory 3 entropy 2 mutual-information-neural-estimator 2 representation-learning 2 graph-neural-networks 2 statistical-inference 2 information-theory 2 bioinformatics 1 intrinsic-leakage 1 information-complexity 1 colored-mnist 1 celeba-experiments 1 neural-representation 1 neural-network 1 neural-manifold 1 mine 1 manifold-learning 1 mutual-information-estimation 1 mutual-information-estimators 1 icml-2023 1 entropy-estimation 1 categorical-data 1 clustering 1 julia 1 diffusion 1 binding-prediction 1 attention 1 compression-algorithm 1 multiview-learning 1 cross-domain-recommendation 1 python 1 bayesian-inference 1 information-theoretic-privacy 1 information-obfuscation 1 generative-models 1 tcr 1 graph-pooling 1 graph-classification 1 microbiome 1 infomax 1 privacy 1 mi-estimation 1 out-of-distribution 1 object-detection 1 imagenet 1 image-classification 1 corruption 1 coco 1 cityscapes 1 backbone 1 openmm 1 information 1 deep-reinforcement-learning 1 deep-neural-networks 1 awesome-list 1 xai 1 time-series 1 perturbations 1 interpretability 1 explainable-ai 1 explainability 1 classification 1 pytorch-implmention 1 neural-networks 1 topic-modeling 1 multimodel-relation-extraction 1 spiking-neural-networks 1 sensory-neuroscience 1 sensory-circuit-modeling 1 noisy-spiking-neural-models 1 computational-neuroscience 1 cognitive-computational-neuroscience 1 robustness 1 node-classification 1 visual-recognition 1 visual-grouping 1 vision-transformers 1 semantic-segmentation 1 self-attention 1 pre-train 1