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counterfactuals

Here are 17 public repositories matching this topic...

biomedia-mira / deepscm

Repository for Deep Structural Causal Models for Tractable Counterfactual Inference

deep-learning causal-inference normalizing-flows variational-autoencoders counterfactuals

Updated Jun 22, 2022
Jupyter Notebook

carla-recourse / CARLA

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

python benchmarking benchmark machine-learning tensorflow pytorch artificial-intelligence counterfactual explainable-ai explainable-ml explainability tensorflow2 counterfactual-explanations counterfactuals recourse

Updated Sep 13, 2022
Python

DataForScience / PyData2020

Why And What If: Causal Inference for Everyone

graphical-models mediation causality interventions causal-inference counterfactuals

Updated Nov 13, 2020
Jupyter Notebook

Networks-Learning / counterfactual-explanations-mdp

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

machine-learning mdp sequential-decision-making-problems explainable-ai explainable-ml counterfactual-explanations counterfactuals markov-deci cognitive-therapy

Updated Oct 21, 2022
Jupyter Notebook

jpmorganchase / cf-shap

Counterfactual SHAP: a framework for counterfactual feature importance

machine-learning xgboost feature-importance explainable-artificial-intelligence explanations explainable-ai explainable-ml shapley tree-based shap explainability counterfactual-explanations shapley-values feature-attribution counterfactuals explainable-machine-learning algorithmic-recourse facct2022

Updated Nov 21, 2022
HTML

santikka / cfid

cfid: R package for identifying counterfactuals.

causal-inference causal-models identifiability directed-acyclic-graph counterfactual causality-algorithms counterfactuals

Updated Dec 2, 2022
R

marcovirgolin / robust-counterfactuals

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

genetic-algorithm robustness interpretable-ai explainable-ai perturbations interpretable-machine-learning fairness-ml counterfactual-explanations counterfactuals explainable-machine-learning

Updated Nov 23, 2022
JavaScript

piotromashov / baycon

Research project on generation of counterfactuals for eXplainable AI, based on Bayesian Generation

explainable-artificial-intelligence explainable-ai explainable-ml xai counterfactuals

Updated Jun 15, 2022
Python

marcovirgolin / CoGS

A baseline genetic algorithm for the discovery of counterfactuals, implemented in Python for ease of use and heavily leveraging NumPy for speed.

genetic-algorithm interpretable-ai interpretable-ml explainable-ai explainable-ml interpretable-machine-learning counterfactual-explanations counterfactuals explainable-machine-learning

Updated Nov 2, 2022
Python

nphdang / CCRAL

Classifier with Counterfactual Samples and Active Learning

machine-learning tabular-data uncertainty classification active-learning counterfactuals

Updated Sep 1, 2022
Python

Saptarshi-Saha-1996 / Noise-Abduction-for-Counterfactuals

Repository for On Noise Abduction for Answering Counterfactual Queries: A Practical Outlook

machine-learning deep-learning pytorch causality causal-inference pyro normalizing-flows counterfactuals

Updated Oct 23, 2022
Jupyter Notebook

wmonteiro92 / xmoai

xMOAI 🗿

explainable-ai counterfactual-explanations counterfactuals

Updated Dec 29, 2020
Python

cdiego89phd / counterfactuals-generation

Counterfactual text reviews generator

python nlp counterfactuals

Updated Nov 16, 2022
Jupyter Notebook

jpmorganchase / cf-shap-facct22

Counterfactual Shapley Additive Explanation: Experiments

machine-learning xgboost feature-importance explainable-artificial-intelligence explanations explainable-ai explainable-ml shapley tree-based shap counterfactual-explanations shapley-values feature-attention counterfactuals explainable-machine-learning algorithmic-recourse facct2022

Updated Nov 21, 2022
Jupyter Notebook

j1nma / counterfactuals

🔮 Master Thesis for Double Degree for Master in Software Engineering at FH Technikum Wien: Analysis of Counterfactuals with Statistical Inference System

mxnet causal-inference counterfactuals

Updated Jun 15, 2020
Python

kaivalyar / RealWorldRecourse

Code associated with "Recourse For Humans", presented at the Participatory Approaches to Machine Learning workshop at ICML 2020.

explainable-ml bradley-terry-model counterfactuals icml-2020 recourse

Updated Jul 27, 2020
Jupyter Notebook

raam93 / DiCE_evaluations

counterfactuals

Updated Sep 18, 2019
Jupyter Notebook

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