For calculating Shapley values via linear regression.
☆73Jun 6, 2021Updated 4 years ago
Alternatives and similar repositories for shapley-regression
Users that are interested in shapley-regression are comparing it to the libraries listed below
Sorting:
- For calculating global feature importance using Shapley values.☆285Updated this week
- An amortized approach for calculating local Shapley value explanations☆105Nov 29, 2023Updated 2 years ago
- A lightweight implementation of removal-based explanations for ML models.☆59Jul 19, 2021Updated 4 years ago
- ☆20Jun 1, 2022Updated 3 years ago
- An interpretable network to compute the Shapley values in a single forward propagation.☆16May 24, 2023Updated 2 years ago
- Prediction Explanations Clustering☆10Oct 19, 2023Updated 2 years ago
- ☆20Jan 23, 2020Updated 6 years ago
- A Python library for pruning and visualizing Keras Neural Networks' structure and weights☆10Dec 24, 2019Updated 6 years ago
- Beta Shapley: a Unified and Noise-reduced Data Valuation Framework for Machine Learning (AISTATS 2022 Oral)☆43Nov 10, 2022Updated 3 years ago
- ☆11Apr 4, 2022Updated 3 years ago
- ☆29Oct 24, 2023Updated 2 years ago
- A Python package with explanation methods for extraction of feature interactions from predictive models☆33Nov 18, 2023Updated 2 years ago
- ☆20Jul 14, 2022Updated 3 years ago
- Efficient approximation algorithms for Shapley Values in Horizontal Enterprise Federated Learning☆13May 5, 2020Updated 5 years ago
- This repository contains codes to explain One-Dimensional Convolutional Neural Networks (1D-CNN) using Layer-wise Relevance Propagation.☆13Aug 24, 2021Updated 4 years ago
- [Preprint] On the Effectiveness of Mitigating Data Poisoning Attacks with Gradient Shaping☆10Feb 27, 2020Updated 6 years ago
- ☆12Mar 26, 2021Updated 4 years ago
- A toolbox for fair and explainable machine learning☆55Jun 17, 2024Updated last year
- ☆17Mar 23, 2025Updated 11 months ago
- GLIME is a post-hoc explanation method which is proved to be much more stable and faithful than LIME.☆15Oct 15, 2024Updated last year
- The code snippets for the SW chapter of the "Interpretable AI" book.☆19Apr 10, 2019Updated 6 years ago
- Code for NeurIPS'23 paper "A Bayesian Approach To Analysing Training Data Attribution In Deep Learning"☆17Jan 12, 2024Updated 2 years ago
- Training Federated GANs with Theoretical Guarantees: AUniversal Aggregation Approach☆17Jan 18, 2021Updated 5 years ago
- A pytorch implemention of the Explainable AI work 'Contrastive layerwise relevance propagation (CLRP)'☆17Jun 24, 2022Updated 3 years ago
- A visual analysis tool to support a unified model evaluation for different computer vision tasks, including classification, object detect…☆16Dec 5, 2023Updated 2 years ago
- Statistical inference on machine learning or general non-parametric models☆44May 10, 2024Updated last year
- ☆15Feb 21, 2024Updated 2 years ago
- ☆20Feb 11, 2024Updated 2 years ago
- Anupam Datta, Matt Fredrikson, Klas Leino, Kaiji Lu, Shayak Sen, Zifan Wang☆18Feb 23, 2021Updated 5 years ago
- Code for the paper "The Journey, Not the Destination: How Data Guides Diffusion Models"☆25Dec 12, 2023Updated 2 years ago
- Slides, videos and other potentially useful artifacts from various presentations on responsible machine learning.☆22Nov 19, 2019Updated 6 years ago
- Adversarial Attacks on Post Hoc Explanation Techniques (LIME/SHAP)☆84Dec 8, 2022Updated 3 years ago
- ☆32Aug 9, 2024Updated last year
- ☆19Mar 24, 2021Updated 4 years ago
- A python library for eXplainable Reinforcement Learning (XRL) based on the concept of interestingness elements.☆21May 22, 2021Updated 4 years ago
- Visualization of mean field and neural tangent kernel regime☆23Jul 25, 2024Updated last year
- Data Shapley: Equitable Valuation of Data for Machine Learning☆288May 1, 2024Updated last year
- The official PyTorch Implementation of the Paper "Adversarial Visual Robustness by Causal Intervention"☆18Oct 6, 2021Updated 4 years ago
- PyTorch reimplementation of computing Shapley values via Truncated Monte Carlo sampling from "What is your data worth? Equitable Valuatio…☆27Jan 21, 2022Updated 4 years ago