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16 search results found

Generate Diverse Counterfactual Explanations for any machine learning model.

Awesome Explainable Ai ⭐ 1,208

A collection of research materials on explainable AI/ML

CARLA: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms

Counterfactualexplanations.jl ⭐ 92

A package for Counterfactual Explanations and Algorithmic Recourse in Julia.

Tsinterpret ⭐ 83

An Open-Source Library for the interpretability of time series classifiers

CEML - Counterfactuals for Explaining Machine Learning models - A Python toolbox

Model Agnostic Counterfactual Explanations

Strategic Decisions ⭐ 24

Code and data for decision making under strategic behavior

Molecular Explanation Generator

Recourse ⭐ 12

Code to reproduce our paper on probabilistic algorithmic recourse: https://arxiv.org/abs/2006.06831

Counterfactual Explanations Mdp ⭐ 7

Code for "Counterfactual Explanations in Sequential Decision Making Under Uncertainty", NeurIPS 2021

A collection of algorithms of counterfactual explanations.

Syn Interventions Algorithmic Recourse ⭐ 7

Synthesizing explainable counterfactual policies for algorithmic recourse with program synthesis.

Counterfactual Explanation Based On Gradual Construction For Deep Networks ⭐ 6

Counterfactual Explanation Based on Gradual Construction for Deep Networks Pytorch

Robust Counterfactuals ⭐ 6

Repo of the paper "On the Robustness of Sparse Counterfactual Explanations to Adverse Perturbations"

Counterfactual SHAP: a framework for counterfactual feature importance

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