information-bottleneck

There are 31 repositories under information-bottleneck topic.

  • NVlabs/FAN

    Official PyTorch implementation of Fully Attentional Networks

    Language:Python476212728

  • ZIYU-DEEP/Awesome-Information-Bottleneck

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

    33712044

  • 1Konny/VIB-pytorch

    Pytorch implementation of Deep Variational Information Bottleneck

    Language:Python1836125

  • snap-stanford/GIB

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

    Language:Jupyter Notebook13446424

  • invoker-LL/WSI-finetuning

    This is the official repository for our CVPR 2023 paper 'Task-Specific Fine-Tuning via Variational Information Bottleneck for Weakly-Supervised Pathology Whole Slide Image Classification'.

    Language:Python8041014

  • RyanWangZf/PAC-Bayes-IB

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

    Language:Jupyter Notebook47303

  • burklight/nonlinear-IB-PyTorch

    Pytorch Implementation of the Nonlinear Information Bottleneck

    Language:Python38818

  • cjx96/CDRIB

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

    Language:Python29127

  • nec-research/microbiome-mvib

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

    Language:Python24101

  • nec-research/vibtcr

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

    Language:Jupyter Notebook23421

  • makezur/information_bottleneck_pytorch

    Project for the Large Scale Optimization course at Skoltech

    Language:Jupyter Notebook22307

  • zichuan-liu/TimeXplusplus

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

    Language:Python22262

  • mohith-sakthivel/mine-pytorch

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

    Language:Python19113

  • ChocoWu/MRE-ISE

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

    Language:Python16162

  • zerohd4869/SPC

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

    Language:Python10312

  • sungyubkim/DVIB

    A pytorch implementation of DVIB(Deep Variational Information Bottleneck)

    Language:Jupyter Notebook9201

  • ChenLiu-1996/DiffusionSpectralEntropy

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

    Language:Python8230

  • fbao-fudan/DVIB

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

    Language:Python8150

  • RoyKashob/HIBPool

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

    Language:Jupyter Notebook7213

  • BehroozRazeghi/Bottlenecks-CLUB

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

    Language:Jupyter Notebook4200

  • VanessB/Information-v3

    Package for information-theoretic data analysis

    Language:Jupyter Notebook4202

  • 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:Python2200

  • BehroozRazeghi/Variational-Leakage

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

    Language:Jupyter Notebook2200

  • CNelias/IntegerIB.jl

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

    Language:Julia2300

  • 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 Notebook2301

  • genema/TECOS-LVM

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

    Language:Python2210

  • antiingel/information-bottleneck-BCI

    Information Bottleneck as Optimisation Method for SSVEP-Based BCI

    Language:Python1100

  • thag0/Information-Bottleneck

    Repositório destinado aos arquivos do meu Trabalho de Conclusão de Curso

    Language:Python10

  • AnirbanSamaddar/SparC-IB

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

    Language:Python0100

  • pyib/pyib

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

    Language:Python0121

  • vladbataev/vib

    Language:Jupyter Notebook0300