{"id":20752805,"url":"https://github.com/fritzbayer/causal-discovery-research-papers","last_synced_at":"2026-02-02T11:46:44.582Z","repository":{"id":38349095,"uuid":"496172264","full_name":"fritzbayer/Causal-Discovery-Research-Papers","owner":"fritzbayer","description":"A curated list of causal structure learning research papers with implementations.","archived":false,"fork":false,"pushed_at":"2022-10-20T07:53:19.000Z","size":22,"stargazers_count":5,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-06-25T22:02:11.024Z","etag":null,"topics":["bayesian-network","bayesian-networks","causal-discovery","causal-inference","causality","dag","structure-learning"],"latest_commit_sha":null,"homepage":"","language":null,"has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"cc0-1.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/fritzbayer.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"contributing.md","funding":null,"license":"license","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2022-05-25T09:50:53.000Z","updated_at":"2023-09-16T19:35:28.000Z","dependencies_parsed_at":"2023-01-19T15:47:51.209Z","dependency_job_id":null,"html_url":"https://github.com/fritzbayer/Causal-Discovery-Research-Papers","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/fritzbayer/Causal-Discovery-Research-Papers","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/fritzbayer%2FCausal-Discovery-Research-Papers","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/fritzbayer%2FCausal-Discovery-Research-Papers/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/fritzbayer%2FCausal-Discovery-Research-Papers/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/fritzbayer%2FCausal-Discovery-Research-Papers/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/fritzbayer","download_url":"https://codeload.github.com/fritzbayer/Causal-Discovery-Research-Papers/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/fritzbayer%2FCausal-Discovery-Research-Papers/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":261960491,"owners_count":23236569,"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":["bayesian-network","bayesian-networks","causal-discovery","causal-inference","causality","dag","structure-learning"],"created_at":"2024-11-17T08:42:45.338Z","updated_at":"2026-02-02T11:46:44.512Z","avatar_url":"https://github.com/fritzbayer.png","language":null,"funding_links":[],"categories":[],"sub_categories":[],"readme":"# Causal Structure Learning Research Papers\n\nA curated list of causal structure learning research papers with implementations.\n\n\n1. [Constraint-based methods](https://github.com/fritzbayer/Causal-Discovery-Research-Papers/blob/master/chapters/constraint-based.md)  \n2. [Score-based methods](https://github.com/fritzbayer/Causal-Discovery-Research-Papers/blob/master/chapters/score-based.md)  \n3. [Bayesian methods](https://github.com/fritzbayer/Causal-Discovery-Research-Papers/blob/master/chapters/bayesian-methods.md)\n4. [Continuous optimization methods](https://github.com/fritzbayer/Causal-Discovery-Research-Papers/blob/master/chapters/continuous-optimization-methods.md)  \n5. [Graph neural network (GNN) methods](https://github.com/fritzbayer/Causal-Discovery-Research-Papers/blob/master/chapters/GNN-methods.md)\n6. [Hybrid methods](https://github.com/fritzbayer/Causal-Discovery-Research-Papers/blob/master/chapters/hybrid.md)  \n7. [Structural equation models with additional restrictions (e.g. LINGAM)](https://github.com/fritzbayer/Causal-Discovery-Research-Papers/blob/master/chapters/additional-restrictions.md)  \n8. [Exploiting invariance properties (e.g BACKSHIFT)](https://github.com/fritzbayer/Causal-Discovery-Research-Papers/blob/master/chapters/backshift.md)\n\n--------------\n\n**License**\n\n- [CC0 Universal](https://github.com/fritzbayer/Causal-Discovery-Research-Papers/blob/master/LICENSE)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ffritzbayer%2Fcausal-discovery-research-papers","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ffritzbayer%2Fcausal-discovery-research-papers","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ffritzbayer%2Fcausal-discovery-research-papers/lists"}