{"id":13752295,"url":"https://github.com/AstraZeneca/awesome-shapley-value","last_synced_at":"2025-05-09T19:31:57.521Z","repository":{"id":37206861,"uuid":"486989600","full_name":"AstraZeneca/awesome-shapley-value","owner":"AstraZeneca","description":"Reading list for \"The Shapley Value in Machine Learning\" (JCAI 2022)","archived":false,"fork":false,"pushed_at":"2022-08-08T08:53:10.000Z","size":637,"stargazers_count":150,"open_issues_count":0,"forks_count":12,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-05-05T01:02:03.716Z","etag":null,"topics":["artificial-intelligence","data-science","deep-learning","explainability","explainable","explainable-ai","explainable-artificial-intelligence","explainable-ml","lime","machine-learning","owen-value","shap","shapley","shapley-additive-explanations","shapley-decomposition","shapley-q-value","shapley-value","xai"],"latest_commit_sha":null,"homepage":"","language":null,"has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/AstraZeneca.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2022-04-29T13:50:41.000Z","updated_at":"2025-04-26T05:23:47.000Z","dependencies_parsed_at":"2022-07-11T09:17:24.168Z","dependency_job_id":null,"html_url":"https://github.com/AstraZeneca/awesome-shapley-value","commit_stats":null,"previous_names":[],"tags_count":1,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AstraZeneca%2Fawesome-shapley-value","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AstraZeneca%2Fawesome-shapley-value/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AstraZeneca%2Fawesome-shapley-value/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AstraZeneca%2Fawesome-shapley-value/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/AstraZeneca","download_url":"https://codeload.github.com/AstraZeneca/awesome-shapley-value/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":253312293,"owners_count":21888615,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["artificial-intelligence","data-science","deep-learning","explainability","explainable","explainable-ai","explainable-artificial-intelligence","explainable-ml","lime","machine-learning","owen-value","shap","shapley","shapley-additive-explanations","shapley-decomposition","shapley-q-value","shapley-value","xai"],"created_at":"2024-08-03T09:01:03.235Z","updated_at":"2025-05-09T19:31:57.170Z","avatar_url":"https://github.com/AstraZeneca.png","language":null,"funding_links":[],"categories":["Ranked by starred repositories"],"sub_categories":[],"readme":"\n# Awesome Shapley Value\n[![Awesome](https://cdn.rawgit.com/sindresorhus/awesome/d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg)](https://github.com/sindresorhus/awesome)\n[![PRs Welcome](https://img.shields.io/badge/PRs-welcome-brightgreen.svg?style=flat-square)](http://makeapullrequest.com)\n![Maturity level-0](https://img.shields.io/badge/Maturity%20Level-ML--0-red)\n\n\n\u003cp align=\"center\"\u003e\n  \u003cimg width=\"600\" src=\"https://github.com/AstraZeneca/awesome-shapley-value/blob/master/cute_robot.jpg\"\u003e\n\u003c/p\u003e\n\n\n\n## The Survey Paper\n\nThis repository accompanies our survey paper [The Shapley Value in Machine Learning](https://arxiv.org/abs/2202.05594).\n\nIf you find the survey or this repository useful in your research, please consider citing our paper:\n\n```bibtex\n@inproceedings{shapleysurvey,\n    title     = {The Shapley Value in Machine Learning},\n    author    = {Rozemberczki, Benedek and Watson, Lauren and Bayer, Péter and Yang, Hao-Tsung and Kiss, Olivér and Nilsson, Sebastian and Sarkar, Rik},\n    booktitle = {Proceedings of the Thirty-First International Joint Conference on\n               Artificial Intelligence, {IJCAI-22}},\n    publisher = {International Joint Conferences on Artificial Intelligence Organization},\n    pages     = {5572--5579},\n    year      = {2022},\n}\n\n```\n--------------------------------------------------------------------------------\n\n## Contents  \n\n1. [Game Theory Fundamentals](https://github.com/AstraZeneca/awesome-shapley-value/blob/master/chapters/fundamentals.md)\n2. [Approximations](https://github.com/AstraZeneca/awesome-shapley-value/blob/master/chapters/approximations.md)\n3. [Feature Selection](https://github.com/AstraZeneca/awesome-shapley-value/blob/master/chapters/feature_selection.md)\n4. [Explainability](https://github.com/AstraZeneca/awesome-shapley-value/blob/master/chapters/explainability.md)\n5. [Data Valuation](https://github.com/AstraZeneca/awesome-shapley-value/blob/master/chapters/data_valuation.md)\n6. [Ensemble Selection](https://github.com/AstraZeneca/awesome-shapley-value/blob/master/chapters/ensemble_selection.md)\n7. [Federated Learning](https://github.com/AstraZeneca/awesome-shapley-value/blob/master/chapters/federated_learning.md)\n8. [Reinforcement Learning](https://github.com/AstraZeneca/awesome-shapley-value/blob/master/chapters/multi_agent_reinforcement_learning.md)\n9. [Miscellaneous](https://github.com/AstraZeneca/awesome-shapley-value/blob/master/chapters/miscellaneous.md)\n\n--------------------------------------------------------------------------------\n\n**License**\n\n- [Apache 2.0](https://github.com/AstraZeneca/awesome-shapley-value/blob/master/LICENSE)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FAstraZeneca%2Fawesome-shapley-value","html_url":"https://awesome.ecosyste.ms/projects/github.com%2FAstraZeneca%2Fawesome-shapley-value","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FAstraZeneca%2Fawesome-shapley-value/lists"}