Popular GitHub Repositories for Mutual Information

A pytorch implementation of MINE(Mutual Information Neural Estimation)

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'.

Pytorch implementation of Learning Disentangled Representations via Mutual Information Estimation (ECCV 2020)

Code for GroupIM: A Mutual Information Maximization Framework for Neural Group Recommendation (SIGIR 2020)

A Python package for efficient optimisation of real-space renormalization group transformations using Tensorflow.

[Paper][ICLR 2025] Mixture of Modality Knowledge Experts for Robust Multi-modal Knowledge Graph Completion

multiprocess unsupervised chinese_detect_words ngram_combination

Honest-but-Curious Nets: Sensitive Attributes of Private Inputs Can Be Secretly Coded into the Classifiers' Outputs (ACM CCS'21)

Temporal Predictive Coding For Model-Based Planning In Latent Space (ICML-2021)

A pytorch implementation of DVIB(Deep Variational Information Bottleneck)

MIGA is a Python package that provides a MSA (Multiple Sequence Alignment) mutual information genetic algorithm optimizer. It sorts two MSAs in a way that maximize or minimize their mutual information. The genetic algorithm solvers may run on both CPU and Nvidia GPUs.

The AutoMLQuantILDetect package utilizes AutoML approaches to accurately detect and quantify system information leakage. We also provide different approaches to estimate mutual information (MI) within systems that release classification datasets to quantify system information leakage.

Classification Quranic Verses using Tree Augmented Naive Bayes.

Mutual information for fine-grained network analysis in neural architecture search