Perturbational Validity for Foundation Models of Brain Dynamics: A Controlled Proof-of-Principle Simulation
Foundation models for human brain recordings are usually evaluated by signal reconstruction, future-state prediction, and transfer to downstream tasks. However, these benchmarks do not establish whether a transferred model remains valid when the system is actively perturbed. We define perturbational validity as the pre...