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Interviews.ai ⭐ 3,146

It is my belief that you, the postgraduate students and job-seekers for whom the book is primarily meant will benefit from reading it; however, it is my hope that even the most experienced researchers will find it fascinating as well.

Python package for information theory.

Corex_topic ⭐ 441

Hierarchical unsupervised and semi-supervised topic models for sparse count data with CorEx

A toolbox for integrated information theory.

Non-parametric Entropy Estimation Toolbox

Shifterator ⭐ 247

Interpretable data visualizations for understanding how texts differ at the word level

CorEx or "Correlation Explanation" discovers a hierarchy of informative latent factors. This reference implementation has been superseded by other versions below.

JIDT: Java Information Dynamics Toolkit for studying information-theoretic measures of computation in complex systems

The Information Dynamics Toolkit xl (IDTxl) is a comprehensive software package for efficient inference of networks and their node dynamics from multivariate time series data using information theory.

Bio_corex ⭐ 116

A flexible version of CorEx developed for bio-data challenges that handles missing data, continuous/discrete variables, multi-CPU, overlapping structure, and includes visualizations

Pycopent ⭐ 101

Estimating Copula Entropy (Mutual Information), Transfer Entropy (Conditional Independence), and the statistics for multivariate normality test and two-sample test in Python

Infobert ⭐ 81

[ICLR 2021] "InfoBERT: Improving Robustness of Language Models from An Information Theoretic Perspective" by Boxin Wang, Shuohang Wang, Yu Cheng, Zhe Gan, Ruoxi Jia, Bo Li, Jingjing Liu

An open-source library for Python 3 providing tools for analysis and simulation of analog and digital communication systems.

Framework for Information Theoretical analysis of Electrophysiological data and Statistics

Official Implementation of Learning Diverse and Discriminative Representations via the Principle of Maximal Coding Rate Reduction (2020)

Linearcorex ⭐ 43

Fast, linear version of CorEx for covariance estimation, dimensionality reduction, and subspace clustering with very under-sampled, high-dimensional data

Tensorflow 2 source code for the PI-SAC agent from "Predictive Information Accelerates Learning in RL" (NeurIPS 2020)

Information Dropout ⭐ 34

Implementation of Information Dropout

Easy Nearest Neighbor Estimation of Mutual Information

Periodic time series analysis tools based on information theory

Lempel Ziv_complexity ⭐ 20

📦 Lempel-Ziv Complexity, fast implementations with 🐍 Python (naive, Numba or Cython for speedup), Open-Source (MIT) 👍 →

Infotopopy ⭐ 17

computes most of information functions (joint entropy, conditional, mutual information, total correlation information distance) and deep information networks

Information Theory Toolkit

Microbiome Mvib ⭐ 16

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

Implementation of linear CorEx and temporal CorEx.

Signal Processing Toolkit, including ML models with visualization

Kxy Python ⭐ 14

A toolkit to boost the productivity of machine learning engineers.

Honest But Curious Nets ⭐ 14

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

Neural Distributed Image Compression using Common Information (NDIC)

Infomarl ⭐ 13

using information theory to encourage agents to cooperate and compete

Python Symbolic Information Theoretic Inequality Prover

Rl_info_theory ⭐ 11

A collection of code investigating the use of information theory for abstractions in RL

Programs for Information Topology Data Analysis

Python implementation of block decomposition method for approximating algorithmic complexity

Generalized Lloyd Quantization ⭐ 7

An implementation of the Generalized Lloyd method for vector quantization

Entropyhub.jl ⭐ 6

An open-source toolkit for entropic time series analysis

Predict Pattern ⭐ 6

A new brain puzzle game based on information theory.

Evaluating dependencies among random variables.

Pygsl Div ⭐ 5

Python implementation of GSL-div as described in "An information theoretic criterion for empirical validation of simulation models" by Francesco Lamperti. http://dx.doi.org/10.1016/j.ecosta.2017.01.006

Arithmetic Compressor ⭐ 5

An implementation of the Arithmetic Coding algorithm in Python.

S_jsd Multilingual Bias ⭐ 5

Code and data for the paper "An Information-Theoretic Approach and Dataset for Probing Gender Stereotypes in Multilingual Masked Language Models" (Findings of NAACL 2022)

Reimplementation of the WeFDE information leakage analysis technique in Python3.

Kullback Liebler ⭐ 5

Kullback-Liebler divergence in Futhark

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