benedekrozemberczki / shapley
The official implementation of "The Shapley Value of Classifiers in Ensemble Games" (CIKM 2021).
☆218Updated last year
Alternatives and similar repositories for shapley:
Users that are interested in shapley are comparing it to the libraries listed below
- CARLA: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms☆286Updated last year
- Reading list for "The Shapley Value in Machine Learning" (JCAI 2022)☆146Updated 2 years ago
- Adversarial Attacks on Post Hoc Explanation Techniques (LIME/SHAP)☆82Updated 2 years ago
- For calculating global feature importance using Shapley values.☆264Updated last week
- Model Agnostic Counterfactual Explanations☆86Updated 2 years ago
- Data Shapley: Equitable Valuation of Data for Machine Learning☆265Updated 9 months ago
- WeightedSHAP: analyzing and improving Shapley based feature attributions (NeurIPS 2022)☆160Updated 2 years ago
- For calculating Shapley values via linear regression.☆67Updated 3 years ago
- Editing machine learning models to reflect human knowledge and values☆124Updated last year
- The stream-learn is an open-source Python library for difficult data stream analysis.☆63Updated 2 months ago
- Contrastive Explanation (Foil Trees), developed at TNO/Utrecht University☆45Updated 2 years ago
- A lightweight implementation of removal-based explanations for ML models.☆58Updated 3 years ago
- All about explainable AI, algorithmic fairness and more☆107Updated last year
- CEML - Counterfactuals for Explaining Machine Learning models - A Python toolbox☆42Updated 6 months ago
- 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
- Weakly Supervised End-to-End Learning (NeurIPS 2021)☆157Updated last year
- pyDVL is a library of stable implementations of algorithms for data valuation and influence function computation☆116Updated this week
- 💱 A curated list of data valuation (DV) to design your next data marketplace☆115Updated 3 months ago
- ☆124Updated 3 years ago
- A repo for transfer learning with deep tabular models☆102Updated 2 years ago
- An amortized approach for calculating local Shapley value explanations☆95Updated last year
- OpenXAI : Towards a Transparent Evaluation of Model Explanations☆239Updated 6 months ago
- ☆32Updated 3 years ago
- Benchmarking synthetic data generation methods.☆267Updated this week
- An automated machine learning tool aimed to facilitate AutoML research.☆96Updated 5 months ago
- XAI-Bench is a library for benchmarking feature attribution explainability techniques☆62Updated 2 years ago
- Hands-on tutorial on ML Fairness☆70Updated last year
- Neural Additive Models (Google Research)☆69Updated 3 years ago
- Code repository for our paper "Failing Loudly: An Empirical Study of Methods for Detecting Dataset Shift": https://arxiv.org/abs/1810.119…☆102Updated 10 months ago
- Modular Python Toolbox for Fairness, Accountability and Transparency Forensics☆77Updated last year