Articles

Scaling Equilibrium Propagation to Deep ConvNets by Drastically Reducing Its Gradient Estimator Bias

in Neuromorphic Engineering

• Axel Laborieux
• Maxence Ernoult
• Benjamin Scellier
• Yoshua Bengio
• Julie Grollier
• Damien Querlioz

Equilibrium Propagation: Bridging the Gap between Energy-Based Models and Backpropagation

• Benjamin Scellier
• Yoshua Bengio

Equilibrium Propagation for Memristor-Based Recurrent Neural Networks

in Neuromorphic Engineering

• Gianluca Zoppo
• Francesco Marrone
• Fernando Corinto

Combining backpropagation with Equilibrium Propagation to improve an Actor-Critic reinforcement learning framework

• Yoshimasa Kubo
• Eric Chalmers
• Artur Luczak

Layer-Skipping Connections Improve the Effectiveness of Equilibrium Propagation on Layered Networks

• Jimmy Gammell
• Sonia Buckley
• Sae Woo Nam
• Adam N. McCaughan

Energy-based analog neural network framework

• Mohamed Watfa
• Alberto Garcia-Ortiz
• Gilles Sassatelli