ChenLiu-1996/DiffusionSpectralEntropy

[ICMLW 2023, IEEE CISS 2024] Assessing Neural Network Representations During Training Using Noise-Resilient Diffusion Spectral Entropy

Language: Python - Size: 47.9 MB - Last synced at: 3 days ago - Pushed at: 3 months ago - Stars: 10 - Forks: 0

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 at: 3 days ago - Pushed at: 11 months ago - Stars: 353 - Forks: 46

thag0/Information-Bottleneck

Repositório destinado aos arquivos do meu Trabalho de Conclusão de Curso

Language: Python - Size: 52.5 MB - Last synced at: 23 days ago - Pushed at: 23 days ago - Stars: 1 - Forks: 0

RoyKashob/HIBPool

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

Language: Jupyter Notebook - Size: 595 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 7 - Forks: 3

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 at: 21 days ago - Pushed at: almost 4 years ago - Stars: 3 - Forks: 1

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 at: about 2 months ago - Pushed at: over 2 years ago - Stars: 134 - Forks: 24

VanessB/Information-v3

Package for information-theoretic data analysis

Language: Jupyter Notebook - Size: 4.39 MB - Last synced at: 8 days ago - Pushed at: over 1 year ago - Stars: 5 - Forks: 2

NVlabs/FAN

Official PyTorch implementation of Fully Attentional Networks

Language: Python - Size: 8.6 MB - Last synced at: 5 months ago - Pushed at: about 2 years ago - Stars: 469 - Forks: 28

zichuan-liu/TimeXplusplus

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

Language: Python - Size: 17.9 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 18 - Forks: 4

fbao-fudan/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 at: 2 months ago - Pushed at: over 2 years ago - Stars: 8 - Forks: 0

zerohd4869/SPC

The official repository for AAAI 2024 Oral paper "Structured Probabilistic Coding"

Language: Python - Size: 6.19 MB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 9 - Forks: 2

aidinattar/info-bottleneck

A Python library for calculating and visualizing mutual information in neural networks. This repository includes methods to calculate mutual information using various techniques (binning, KDE, Kraskov) and tools to train neural networks and plot information plane dynamics.

Language: Python - Size: 31.3 KB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 1 - 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: 6.74 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 13 - Forks: 1

cjx96/CDRIB

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

Language: Python - Size: 30.2 MB - Last synced at: 9 months ago - Pushed at: over 2 years ago - Stars: 29 - Forks: 7

RyanWangZf/PAC-Bayes-IB

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

Language: Jupyter Notebook - Size: 12.2 MB - Last synced at: 11 months ago - Pushed at: almost 3 years ago - Stars: 44 - Forks: 2

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 at: about 1 year ago - Pushed at: almost 3 years ago - Stars: 0 - Forks: 1

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 at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

makezur/information_bottleneck_pytorch

Project for the Large Scale Optimization course at Skoltech

Language: Jupyter Notebook - Size: 139 KB - Last synced at: over 1 year ago - Pushed at: over 6 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 at: over 1 year ago - Pushed at: over 6 years ago - Stars: 5 - Forks: 1

1Konny/VIB-pytorch

Pytorch implementation of Deep Variational Information Bottleneck

Language: Python - Size: 77.1 KB - Last synced at: over 1 year ago - Pushed at: about 7 years ago - Stars: 147 - Forks: 22

vladbataev/vib

Language: Jupyter Notebook - Size: 8.52 MB - Last synced at: over 1 year ago - Pushed at: over 6 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 at: over 1 year ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0

BehroozRazeghi/Bottlenecks-CLUB

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

Language: Jupyter Notebook - Size: 14.2 MB - Last synced at: over 1 year ago - Pushed at: about 2 years 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 at: almost 2 years ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 0

burklight/nonlinear-IB-PyTorch

Pytorch Implementation of the Nonlinear Information Bottleneck

Language: Python - Size: 13.2 MB - Last synced at: about 2 years ago - Pushed at: almost 3 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 at: about 2 years ago - Pushed at: over 2 years 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 at: about 2 years ago - Pushed at: about 3 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 at: about 2 years ago - Pushed at: almost 4 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 at: about 2 months ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 0