carla-recourse / CARLA
CARLA: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms
☆283Updated last year
Related projects ⓘ
Alternatives and complementary repositories for CARLA
- Model Agnostic Counterfactual Explanations☆87Updated 2 years ago
- Uncertainty Quantification 360 (UQ360) is an extensible open-source toolkit that can help you estimate, communicate and use uncertainty i…☆257Updated 3 months ago
- All about explainable AI, algorithmic fairness and more☆107Updated last year
- For calculating global feature importance using Shapley values.☆253Updated this week
- Adversarial Attacks on Post Hoc Explanation Techniques (LIME/SHAP)☆80Updated last year
- Generate Diverse Counterfactual Explanations for any machine learning model.☆1,365Updated 7 months ago
- OpenXAI : Towards a Transparent Evaluation of Model Explanations☆232Updated 3 months ago
- LOcal Rule-based Exlanations☆49Updated 11 months ago
- CEML - Counterfactuals for Explaining Machine Learning models - A Python toolbox☆42Updated 3 months ago
- Editing machine learning models to reflect human knowledge and values☆123Updated last year
- Interesting resources related to Explainable Artificial Intelligence, Interpretable Machine Learning, Interactive Machine Learning, Human…☆72Updated 2 years ago
- WeightedSHAP: analyzing and improving Shapley based feature attributions (NeurIPS 2022)☆160Updated 2 years ago
- Contrastive Explanation (Foil Trees), developed at TNO/Utrecht University☆45Updated last year
- TimeSHAP explains Recurrent Neural Network predictions.☆162Updated 11 months ago
- Modular Python Toolbox for Fairness, Accountability and Transparency Forensics☆75Updated last year
- ACV is a python library that provides explanations for any machine learning model or data. It gives local rule-based explanations for any…☆100Updated 2 years ago
- ☆312Updated last year
- Python implementation of the rulefit algorithm☆411Updated last year
- An automated machine learning tool aimed to facilitate AutoML research.☆96Updated 2 months ago
- Conformalized Quantile Regression☆251Updated 2 years ago
- python tools to check recourse in linear classification☆75Updated 3 years ago
- A Python sandbox for decision making in dynamics☆418Updated last year
- Wrapper for a PyTorch classifier which allows it to output prediction sets. The sets are theoretically guaranteed to contain the true cla…☆229Updated last year
- Multi-Objective Counterfactuals☆40Updated 2 years ago
- Python package for Imputation Methods☆243Updated 10 months ago
- [Experimental] Global causal discovery algorithms☆89Updated this week
- Data Efficient Decision Making☆240Updated 2 years ago
- Python Accumulated Local Effects package☆158Updated last year
- The official implementation of "The Shapley Value of Classifiers in Ensemble Games" (CIKM 2021).☆218Updated last year
- A Python package for modular causal inference analysis and model evaluations☆735Updated 3 months ago