Spiking Ep Biologically Plausible Training

---
name: spiking-ep-biologically-plausible-training
description: "Equilibrium Propagation (EP) with Predictive Learning in Leaky Integrate-and-Fire Spiking Neural Networks. Biologically plausible alternative to backpropagation for training SNNs using energy-based two-phase learning."
activation_keywords:
  - equilibrium propagation SNN
  - EP leaky integrate-and-fire
  - predictive learning SNN
  - biologically plausible SNN training
  - energy-based spiking learning
  - EP without BPTT
  - equilibrium propagation LIF
  - spiking neural network backprop-free
  - 2026.05.19.726261
tags:
  - spiking-neural-network
  - equilibrium-propagation
  - biologically-plausible-learning
---

# Equilibrium Propagation in LIF Spiking Neural Networks

Biologically plausible training of SNNs using Equilibrium Propagation (EP) extended to Leaky Integrate-and-Fire (LIF) neurons. See [[equilibrium-propagation-lif-snn]] for full methodology.