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https://github.com/fritzbayer/causal-discovery-research-papers
A curated list of causal structure learning research papers with implementations.
https://github.com/fritzbayer/causal-discovery-research-papers
bayesian-network bayesian-networks causal-discovery causal-inference causality dag structure-learning
Last synced: 1 day ago
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A curated list of causal structure learning research papers with implementations.
- Host: GitHub
- URL: https://github.com/fritzbayer/causal-discovery-research-papers
- Owner: fritzbayer
- License: cc0-1.0
- Created: 2022-05-25T09:50:53.000Z (over 2 years ago)
- Default Branch: main
- Last Pushed: 2022-10-20T07:53:19.000Z (about 2 years ago)
- Last Synced: 2024-07-10T19:16:15.869Z (4 months ago)
- Topics: bayesian-network, bayesian-networks, causal-discovery, causal-inference, causality, dag, structure-learning
- Homepage:
- Size: 21.5 KB
- Stars: 5
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- Contributing: contributing.md
- License: license
Awesome Lists containing this project
README
# Causal Structure Learning Research Papers
A curated list of causal structure learning research papers with implementations.
1. [Constraint-based methods](https://github.com/fritzbayer/Causal-Discovery-Research-Papers/blob/master/chapters/constraint-based.md)
2. [Score-based methods](https://github.com/fritzbayer/Causal-Discovery-Research-Papers/blob/master/chapters/score-based.md)
3. [Bayesian methods](https://github.com/fritzbayer/Causal-Discovery-Research-Papers/blob/master/chapters/bayesian-methods.md)
4. [Continuous optimization methods](https://github.com/fritzbayer/Causal-Discovery-Research-Papers/blob/master/chapters/continuous-optimization-methods.md)
5. [Graph neural network (GNN) methods](https://github.com/fritzbayer/Causal-Discovery-Research-Papers/blob/master/chapters/GNN-methods.md)
6. [Hybrid methods](https://github.com/fritzbayer/Causal-Discovery-Research-Papers/blob/master/chapters/hybrid.md)
7. [Structural equation models with additional restrictions (e.g. LINGAM)](https://github.com/fritzbayer/Causal-Discovery-Research-Papers/blob/master/chapters/additional-restrictions.md)
8. [Exploiting invariance properties (e.g BACKSHIFT)](https://github.com/fritzbayer/Causal-Discovery-Research-Papers/blob/master/chapters/backshift.md)
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**License**
- [CC0 Universal](https://github.com/fritzbayer/Causal-Discovery-Research-Papers/blob/master/LICENSE)