A Hierarchical Validity-Audit Framework for Neural Mass Models in Simulation-Based Inference: From Observational Coverage to Mechanistic Interpretation

Tianming Cai, Ning Jiang, Yuan Yang +1

Neural mass models describe population activity with low-dimensional dynamics, but simulation-based posterior recovery does not ensure that a model fits real observations or that i…