Understanding complex systems requires causal analysis via observational time series, yet there is still a lack of direct ways aligned with the intuitive definition of causality. Here, the authors use reservoir computing to replicate the underlying system and apply interventions to it, enabling controlled trials and accurate causal discovery.
- Jintong Zhao
- Zhongxue Gan
- Siyang Leng