AstraZeneca / awesome-shapley-value
Reading list for "The Shapley Value in Machine Learning" (JCAI 2022)
☆145Updated 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
- For calculating Shapley values via linear regression.☆66Updated 3 years ago
- CEML - Counterfactuals for Explaining Machine Learning models - A Python toolbox☆42Updated 5 months ago
- OpenDataVal: a Unified Benchmark for Data Valuation in Python (NeurIPS 2023)☆91Updated 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
- 💱 A curated list of data valuation (DV) to design your next data marketplace☆114Updated 2 months ago
- XAI-Bench is a library for benchmarking feature attribution explainability techniques☆60Updated last year
- A repo for transfer learning with deep tabular models☆101Updated last year
- A Natural Language Interface to Explainable Boosting Machines☆63Updated 6 months ago
- An amortized approach for calculating local Shapley value explanations☆94Updated last year
- Adaptive and Reliable Classification: efficient conformity scores for multi-class classification problems☆31Updated last year
- WeightedSHAP: analyzing and improving Shapley based feature attributions (NeurIPS 2022)☆160Updated 2 years ago
- Distributional Shapley: A Distributional Framework for Data Valuation☆30Updated 8 months ago
- pyDVL is a library of stable implementations of algorithms for data valuation and influence function computation☆115Updated this week
- Training and evaluating NBM and SPAM for interpretable machine learning.☆75Updated last year
- This repository contains a Jax implementation of conformal training corresponding to the ICLR'22 paper "learning optimal conformal classi…☆128Updated 2 years ago
- Neural Additive Models (Google Research)☆68Updated 3 years ago
- Conformal prediction for controlling monotonic risk functions. Simple accompanying PyTorch code for conformal risk control in computer vi…☆60Updated last year
- Local explanations with uncertainty 💐!☆39Updated last year
- Introduction, selected papers and possible corresponding codes in our review paper "A Survey of Neural Trees"☆79Updated 2 years ago
- OpenXAI : Towards a Transparent Evaluation of Model Explanations☆237Updated 5 months ago
- A collection of algorithms of counterfactual explanations.☆50Updated 3 years ago
- ☆31Updated 2 years ago
- ☆28Updated 3 years ago
- A repository for summaries of recent explainable AI/Interpretable ML approaches☆69Updated 3 months ago
- Realistic benchmark for different causal inference methods. The realism comes from fitting generative models to data with an assumed caus…☆71Updated 3 years ago
- Testing Language Models for Memorization of Tabular Datasets.☆33Updated this week
- Code for "NODE-GAM: Neural Generalized Additive Model for Interpretable Deep Learning"☆43Updated 2 years ago
- Amortized Inference for Causal Structure Learning, NeurIPS 2022☆61Updated 2 weeks ago
- Active Bayesian Causal Inference (Neurips'22)☆53Updated 5 months ago