Retracing Hodgkin and Huxley: State Recovery Does Not Certify Mechanism

Peiyu Zang, Jiayi Hao, Yongqiang Cai

Predicting observed dynamics does not establish recovery of the underlying physical mechanism. Can machine learning retrace the hidden-state reasoning behind the Hodgkin-Huxley (HH…