Judea Pearl''s year-end review of causal inference is always a fun read http://causality.cs.ucla.edu/blog/index.php/2023/01/04/causal-inference-ci-a-year-in-review/
Causal Analysis in Theory and Practice » Causal Inference (CI) − A year in review