[基础学习] 因果推理·学习资源整理

课程

Brady Neal《因果推理导论》：
Youtube
Bilibili
课程主页
课程笔记·博客

综述

• 因果推理综述：A Survey on Causal Inference
• 因果推理ML综述：Causal Machine Learning: A Survey and Open Problems
• 因果推理DL综述Causal Deep Learning
• 因果推理DL综述：Deep Causal Learning: Representation, Discovery and Inference
• 因果推理GNN综述：Counterfactual Learning on Graphs: A Survey
• 因果推理RSs综述：Causal Inference in Recommender Systems: A Survey and Future Directions
• 因果发现：A Survey of Learning Causality with Data: Problems and Methods
• 因果发现：Causal Interpretability for Machine Learning – Problems, Methods and Evaluation