AstraZeneca / awesome-shapley-value
Reading list for "The Shapley Value in Machine Learning" (JCAI 2022)
☆147Updated 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
- OpenDataVal: a Unified Benchmark for Data Valuation in Python (NeurIPS 2023)☆96Updated last month
- The official implementation of "The Shapley Value of Classifiers in Ensemble Games" (CIKM 2021).☆219Updated last year
- Beta Shapley: a Unified and Noise-reduced Data Valuation Framework for Machine Learning (AISTATS 2022 Oral)☆40Updated 2 years ago
- pyDVL is a library of stable implementations of algorithms for data valuation and influence function computation☆117Updated last week
- For calculating Shapley values via linear regression.☆67Updated 3 years ago
- Efficient Computation and Analysis of Distributional Shapley Values (AISTATS 2021)☆21Updated last year
- Distributional Shapley: A Distributional Framework for Data Valuation☆30Updated 10 months ago
- A repo for transfer learning with deep tabular models☆102Updated 2 years ago
- ☆12Updated 2 years ago
- Adaptive and Reliable Classification: efficient conformity scores for multi-class classification problems☆31Updated 2 years ago
- Training and evaluating NBM and SPAM for interpretable machine learning.☆77Updated 2 years ago
- 💱 A curated list of data valuation (DV) to design your next data marketplace☆117Updated last month
- Local explanations with uncertainty 💐!☆39Updated last year
- XAI-Bench is a library for benchmarking feature attribution explainability techniques☆63Updated 2 years ago
- Neural Additive Models (Google Research)☆69Updated 3 years ago
- A Natural Language Interface to Explainable Boosting Machines☆65Updated 8 months ago
- ☆14Updated 2 years ago
- Conformal prediction for controlling monotonic risk functions. Simple accompanying PyTorch code for conformal risk control in computer vi…☆62Updated 2 years ago
- An amortized approach for calculating local Shapley value explanations☆97Updated last year
- ☆31Updated 3 years ago
- WeightedSHAP: analyzing and improving Shapley based feature attributions (NeurIPS 2022)☆160Updated 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
- Uncertainty Quantification over Graph with Conformalized Graph Neural Networks (NeurIPS 2023)☆76Updated last year
- A statistical toolkit for scientific discovery using machine learning☆73Updated 8 months ago
- A lightweight implementation of removal-based explanations for ML models.☆59Updated 3 years ago
- Codebase for Evaluating Attribution for Graph Neural Networks.☆76Updated 4 years ago
- A repository for summaries of recent explainable AI/Interpretable ML approaches☆73Updated 5 months ago
- OpenXAI : Towards a Transparent Evaluation of Model Explanations☆240Updated 7 months ago
- Amortized Inference for Causal Structure Learning, NeurIPS 2022☆63Updated last month
- A Python Data Valuation Package☆30Updated 2 years ago