Surrogate Gradients for Gradient-Based Parameter Estimation in Simplified Neuron Models
The paper implements a differentiable AdEx neuron model with surrogate gradients, showing it is faster than traditional methods but gradient-based fitting still struggles with spike mechanisms.
bioRxiv · Sep 24, 2026 · PreprintBioinformatics