tml-tuebingen / nshapLinks
Python package to compute interaction indices that extend the Shapley Value. AISTATS 2023.
☆18Updated 2 years ago
Alternatives and similar repositories for nshap
Users that are interested in nshap are comparing it to the libraries listed below
Sorting:
- CARLA: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms☆298Updated 2 years ago
- OpenXAI : Towards a Transparent Evaluation of Model Explanations☆252Updated last year
- A Natural Language Interface to Explainable Boosting Machines☆69Updated last year
- For calculating global feature importance using Shapley values.☆282Updated last week
- pyDVL is a library of stable implementations of algorithms for data valuation and influence function computation☆141Updated 3 months ago
- Mixture of Decision Trees for Interpretable Machine Learning☆11Updated 4 years ago
- Model Agnostic Counterfactual Explanations☆88Updated 3 years ago
- Datasets derived from US census data☆273Updated last year
- Editing machine learning models to reflect human knowledge and values☆128Updated 2 years ago
- XAI-Bench is a library for benchmarking feature attribution explainability techniques☆70Updated 2 years ago
- Uncertainty Quantification 360 (UQ360) is an extensible open-source toolkit that can help you estimate, communicate and use uncertainty i…☆268Updated 3 months ago
- [Experimental] Global causal discovery algorithms☆110Updated 2 weeks ago
- WeightedSHAP: analyzing and improving Shapley based feature attributions (NeurIPS 2022)☆159Updated 3 years ago
- CEML - Counterfactuals for Explaining Machine Learning models - A Python toolbox☆46Updated 7 months ago
- Realistic benchmark for different causal inference methods. The realism comes from fitting generative models to data with an assumed caus…☆85Updated 4 years ago
- Influence Estimation for Gradient-Boosted Decision Trees☆29Updated last year
- Training and evaluating NBM and SPAM for interpretable machine learning.☆78Updated 2 years ago
- Fairness toolkit for pytorch, scikit learn and autogluon☆33Updated last month
- GRAPL: A computational library for nonparametric structural causal modelling, analysis and inference☆83Updated last year
- Adversarial Attacks on Post Hoc Explanation Techniques (LIME/SHAP)☆85Updated 3 years ago
- 👋 Influenciae is a Tensorflow Toolbox for Influence Functions☆64Updated last year
- A novel approach for synthesizing tabular data using pretrained large language models☆335Updated last month
- A suite of auto-regressive and Seq2Seq (sequence-to-sequence) transformer models for tabular and relational synthetic data generation.☆242Updated 5 months ago
- For calculating Shapley values via linear regression.☆72Updated 4 years ago
- Wrapper for a PyTorch classifier which allows it to output prediction sets. The sets are theoretically guaranteed to contain the true cla…☆255Updated 2 years ago
- 👋 Puncc is a python library for predictive uncertainty quantification using conformal prediction.☆364Updated 3 weeks ago
- A lightweight implementation of removal-based explanations for ML models.☆59Updated 4 years ago
- A package for statistically rigorous scientific discovery using machine learning. Implements prediction-powered inference.☆270Updated 3 months ago
- Extending Conformal Prediction to LLMs☆68Updated last year
- Testing Language Models for Memorization of Tabular Datasets.☆36Updated 10 months ago