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counterfactuals

Here are 25 public repositories matching this topic...

cpdl1997 / ifc1_algorithm

This is the repository code for IFC1 - A novel algorithm to generate algorithmic recourse keeping in mind user preference

explainable-ai counterfactuals algorithmic-recourse

Updated May 16, 2024
Python

henningheyen / ResponsibleAI-Project

This project aims to touch on the most important topics in the field of Responsible AI including bias, fairness, interpretability, error analysis and counterfactuals. Why apply those concepts to the adult dataset

bias fairness lime interpretability shap counterfactuals

Updated Jan 16, 2024
Jupyter Notebook

Networks-Learning / controlling-counterfactual-harm-prediction-sets

Code for "Controlling Counterfactual Harm in Decision Support Systems Based on Prediction Sets", Arxiv 2024.

causality decision-support decision-support-system conformal-prediction harm counterfactuals human-ai-teaming prediction-sets

Updated Jul 18, 2024
Python

k-randl / self-explaining_llms

Implementation of the paper "Evaluating the Reliability of Self-Explanations in Large Language Models"

counterfactuals large-language-models self-explanations

Updated Jun 25, 2024
Jupyter Notebook

Harsha2k3 / predictive_maintenance_ML_Project

This project utilizes advanced data analysis and machine learning techniques to predict equipment failures before they occur. The goal is to detect anomalies and possible defects in equipment and processes to enable preemptive maintenance, thereby reducing downtime and costs.

flask data-science machine-learning python3 data-analysis lime explainable-ai counterfactuals smote-oversampler catboost-classifier industry4-0 stratified-k-fold

Updated Jul 20, 2024
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

wmonteiro-ai / xmoai

xMOAI 🗿

explainable-ai counterfactual-explanations counterfactuals

Updated Dec 22, 2022
Python

cdiego89phd / counterfactuals-generation

Counterfactual text reviews generator

python nlp counterfactuals

Updated Feb 13, 2023
Jupyter Notebook

benbrastmckie / ModelChecker

A hyperintensional theorem prover for counterfactual conditional, modal, constitutive explanatory, relevance, and extensional operators.

semantics z3-smt-solver counterfactuals hyperintensionality

Updated Aug 2, 2024
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 Jan 5, 2023
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 Feb 6, 2024
Jupyter Notebook

Networks-Learning / counterfactual-continuous-mdp

Code for "Finding Counterfactually Optimal Action Sequences in Continuous State Spaces", NeurIPS 2023.

machine-learning decision-making causality markov-decision-processes decision-making-under-uncertainty explainable-ai explainable-ml counterfactuals

Updated Oct 18, 2023
Python

JHoelli / Semantic-Meaningfulness

Semantic Meaningfulness: Evaluating counterfactual approaches for real world plausibility

xai-evaluation counterfactuals

Updated Jul 24, 2023
Python

santikka / cfid

cfid: R package for identifying counterfactuals.

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

Updated Jul 13, 2024
R

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

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 Jul 6, 2023
Jupyter Notebook

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 Feb 16, 2023
Jupyter Notebook

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