counterfactuals

There are 0 repository under counterfactuals topic.

carla-recourse / CARLA
CARLA: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms
python machine-learning artificial-intelligence explainable-ai explainable-ml explainability counterfactual-explanations counterfactuals counterfactual recourse benchmark benchmarking tensorflow tensorflow2 pytorch
Language:Python 267
biomedia-mira / deepscm
Repository for Deep Structural Causal Models for Tractable Counterfactual Inference
causal-inference deep-learning counterfactuals variational-autoencoders normalizing-flows
Language:Jupyter Notebook 257
DataForScience / PyData2020
Why And What If: Causal Inference for Everyone
causality counterfactuals graphical-models interventions causal-inference mediation
Language:Jupyter Notebook 18
Networks-Learning / counterfactual-explanations-mdp
Code for "Counterfactual Explanations in Sequential Decision Making Under Uncertainty", NeurIPS 2021
machine-learning counterfactual-explanations counterfactuals mdp markov-deci cognitive-therapy sequential-decision-making-problems explainable-ai explainable-ml
Language:Jupyter Notebook 14
jpmorganchase / cf-shap
Counterfactual SHAP: a framework for counterfactual feature importance
explainability explainable-ai explainable-artificial-intelligence explainable-ml explanations feature-attribution feature-importance machine-learning shap shapley shapley-values tree-based xgboost algorithmic-recourse counterfactual-explanations counterfactuals facct2022 explainable-machine-learning
Language:HTML 13
marcovirgolin / robust-counterfactuals
Repo of the paper "On the Robustness of Sparse Counterfactual Explanations to Adverse Perturbations"
counterfactual-explanations counterfactuals genetic-algorithm robustness perturbations fairness-ml interpretable-machine-learning explainable-machine-learning interpretable-ai explainable-ai
Language:Jupyter Notebook 11
jpmorganchase / cf-shap-facct22
Counterfactual Shapley Additive Explanation: Experiments
facct2022 shapley explanations algorithmic-recourse counterfactual-explanations counterfactuals explainable-ai explainable-artificial-intelligence explainable-machine-learning explainable-ml feature-attention feature-importance machine-learning shap shapley-values tree-based xgboost
Language:Jupyter Notebook 8
piotromashov / baycon
Research project on generation of counterfactuals for eXplainable AI, based on Bayesian Generation
xai explainable-ai counterfactuals explainable-artificial-intelligence explainable-ml
Language:Python 7
santikka / cfid
cfid: R package for identifying counterfactuals.
counterfactual counterfactuals identifiability causal-models causal-inference causality-algorithms directed-acyclic-graph
Language:R 6
JHoelli / Semantic-Meaningfulness
Semantic Meaningfulness: Evaluating counterfactual approaches for real world plausibility
counterfactuals xai-evaluation
Language:Python 5
cdiego89phd / counterfactuals-generation
Counterfactual text reviews generator
counterfactuals nlp python
Language:Jupyter Notebook 4
marcovirgolin / CoGS
A baseline genetic algorithm for the discovery of counterfactuals, implemented in Python for ease of use and heavily leveraging NumPy for speed.
counterfactual-explanations counterfactuals genetic-algorithm explainable-ai explainable-ml explainable-machine-learning interpretable-ai interpretable-ml interpretable-machine-learning
Language:Python 4
Networks-Learning / counterfactual-continuous-mdp
Code for "Finding Counterfactually Optimal Action Sequences in Continuous State Spaces", NeurIPS 2023.
causality counterfactuals machine-learning explainable-ai explainable-ml markov-decision-processes decision-making decision-making-under-uncertainty
Language:Python 4
nphdang / CCRAL
Classifier with Counterfactual Samples and Active Learning
active-learning classification counterfactuals tabular-data uncertainty machine-learning
Language:Python 4
Saptarshi-Saha-1996 / Noise-Abduction-for-Counterfactuals
Repository for On Noise Abduction for Answering Counterfactual Queries: A Practical Outlook
causal-inference causality counterfactuals deep-learning machine-learning normalizing-flows pyro pytorch
Language:Jupyter Notebook 3
wmonteiro-ai / xmoai
xMOAI 🗿
counterfactual-explanations explainable-ai counterfactuals
Language:Python 2
j1nma / counterfactuals
🔮 Master Thesis for Double Degree for Master in Software Engineering at FH Technikum Wien: Analysis of Counterfactuals with Statistical Inference System
mxnet counterfactuals causal-inference
Language:Python 1
kaivalyar / RealWorldRecourse
Code associated with "Recourse For Humans", presented at the Participatory Approaches to Machine Learning workshop at ICML 2020.
recourse icml-2020 counterfactuals explainable-ml bradley-terry-model
Language:Jupyter Notebook 1
raam93 / DiCE_evaluations
counterfactuals
Language:Jupyter Notebook 1
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 counterfactuals fairness interpretability lime shap
Language:Jupyter Notebook 0
cpdl1997 / ifc1_algorithm
This is the repository code for IFC1 - A novel algorithm to generate algorithmic recourse keeping in mind user preference
algorithmic-recourse counterfactuals explainable-ai
Language:Python