AstraZeneca / awesome-shapley-valueLinks
Reading list for "The Shapley Value in Machine Learning" (JCAI 2022)
☆152Updated 2 years ago
Alternatives and similar repositories for awesome-shapley-value
Users that are interested in awesome-shapley-value are comparing it to the libraries listed below
Sorting:
- For calculating Shapley values via linear regression.☆68Updated 4 years ago
- OpenDataVal: a Unified Benchmark for Data Valuation in Python (NeurIPS 2023)☆97Updated 4 months ago
- The official implementation of "The Shapley Value of Classifiers in Ensemble Games" (CIKM 2021).☆220Updated last year
- pyDVL is a library of stable implementations of algorithms for data valuation and influence function computation☆131Updated last month
- CEML - Counterfactuals for Explaining Machine Learning models - A Python toolbox☆44Updated 3 weeks ago
- WeightedSHAP: analyzing and improving Shapley based feature attributions (NeurIPS 2022)☆160Updated 2 years ago
- Amortized Inference for Causal Structure Learning, NeurIPS 2022☆64Updated 4 months ago
- Testing Language Models for Memorization of Tabular Datasets.☆33Updated 4 months ago
- Local explanations with uncertainty 💐!☆40Updated last year
- An amortized approach for calculating local Shapley value explanations☆99Updated last year
- A repo for transfer learning with deep tabular models☆104Updated 2 years ago
- A Natural Language Interface to Explainable Boosting Machines☆67Updated 11 months ago
- Model Agnostic Counterfactual Explanations☆87Updated 2 years ago
- A collection of algorithms of counterfactual explanations.☆50Updated 4 years ago
- A lightweight implementation of removal-based explanations for ML models.☆59Updated 3 years ago
- Beta Shapley: a Unified and Noise-reduced Data Valuation Framework for Machine Learning (AISTATS 2022 Oral)☆41Updated 2 years ago
- This repository contains a Jax implementation of conformal training corresponding to the ICLR'22 paper "learning optimal conformal classi…☆129Updated 2 years ago
- ☆32Updated 3 years ago
- XAI-Bench is a library for benchmarking feature attribution explainability techniques☆68Updated 2 years ago
- Distributional Shapley: A Distributional Framework for Data Valuation☆30Updated last year
- CSuite: A Suite of Benchmark Datasets for Causality☆67Updated 2 years ago
- Official repository of the paper "Efficient Neural Causal Discovery without Acyclicity Constraints"☆83Updated last year
- 💱 A curated list of data valuation (DV) to design your next data marketplace☆120Updated 4 months ago
- Neural Additive Models (Google Research)☆70Updated 3 years ago
- ☆31Updated 3 years ago
- OpenXAI : Towards a Transparent Evaluation of Model Explanations☆247Updated 10 months ago
- Package for causal inference in graphs and in the pairwise settings. Tools for graph structure recovery and dependencies are included.☆31Updated 5 years ago
- Code repository for our paper "Failing Loudly: An Empirical Study of Methods for Detecting Dataset Shift": https://arxiv.org/abs/1810.119…☆105Updated last year
- Data-efficient Training of Machine Learning Models☆63Updated 4 years ago
- Adaptive and Reliable Classification: efficient conformity scores for multi-class classification problems☆31Updated 2 years ago