Axel Laborieux

Publication Activity (10 Years)

Years Active: 2020-2024
Publications (10 Years): 17

Top Topics

Maximum Variance

Synaptic Weights

Gradient Information

Top Venues

IEEE Trans. Circuits Syst. I Regul. Pap.

Publications

Axel Laborieux, Friedemann Zenke
Improving equilibrium propagation without weight symmetry through Jacobian homeostasis. ICLR (2024)
Friedemann Zenke, Axel Laborieux
Theories of synaptic memory consolidation and intelligent plasticity for continual learning. CoRR (2024)
Axel Laborieux, Friedemann Zenke
Improving equilibrium propagation without weight symmetry through Jacobian homeostasis. CoRR (2023)
Manu Srinath Halvagal, Axel Laborieux, Friedemann Zenke
Implicit variance regularization in non-contrastive SSL. NeurIPS (2023)
Axel Laborieux, Friedemann Zenke
Holomorphic Equilibrium Propagation Computes Exact Gradients Through Finite Size Oscillations. CoRR (2022)
Manu Srinath Halvagal, Axel Laborieux, Friedemann Zenke
Predictor networks and stop-grads provide implicit variance regularization in BYOL/SimSiam. CoRR (2022)
Axel Laborieux, Friedemann Zenke
Holomorphic Equilibrium Propagation Computes Exact Gradients Through Finite Size Oscillations. NeurIPS (2022)
Axel Laborieux, Maxence Ernoult, Benjamin Scellier, Yoshua Bengio, Julie Grollier, Damien Querlioz
Scaling Equilibrium Propagation to Deep ConvNets by Drastically Reducing its Gradient Estimator Bias. CoRR (2021)
Atreya Majumdar, Marc Bocquet, Tifenn Hirtzlin, Axel Laborieux, Jacques-Olivier Klein, Etienne Nowak, Elisa Vianello, Jean-Michel Portal, Damien Querlioz
Model of the Weak Reset Process in HfOx Resistive Memory for Deep Learning Frameworks. CoRR (2021)
F. Jebali, Atreya Majumdar, Axel Laborieux, Tifenn Hirtzlin, Elisa Vianello, J. P. Walder, Marc Bocquet, Damien Querlioz, Jean-Michel Portal
CAPC: A Configurable Analog Pop-Count Circuit for Near-Memory Binary Neural Networks. MWSCAS (2021)
Axel Laborieux, Marc Bocquet, Tifenn Hirtzlin, Jacques-Olivier Klein, Etienne Nowak, Elisa Vianello, Jean-Michel Portal, Damien Querlioz
Implementation of Ternary Weights With Resistive RAM Using a Single Sense Operation Per Synapse. IEEE Trans. Circuits Syst. I Regul. Pap. 68 (1) (2021)
Axel Laborieux, Maxence Ernoult, Tifenn Hirtzlin, Damien Querlioz
Synaptic metaplasticity in binarized neural networks. CoRR (2021)
Axel Laborieux, Maxence Ernoult, Benjamin Scellier, Yoshua Bengio, Julie Grollier, Damien Querlioz
Scaling Equilibrium Propagation to Deep ConvNets by Drastically Reducing its Gradient Estimator Bias. CoRR (2020)
Axel Laborieux, Marc Bocquet, Tifenn Hirtzlin, Jacques-Olivier Klein, Liza Herrera Diez, Etienne Nowak, Elisa Vianello, Jean-Michel Portal, Damien Querlioz
Low Power In-Memory Implementation of Ternary Neural Networks with Resistive RAM-Based Synapse. AICAS (2020)
Axel Laborieux, Marc Bocquet, Tifenn Hirtzlin, Jacques-Olivier Klein, Etienne Nowak, Elisa Vianello, Jean-Michel Portal, Damien Querlioz
Implementation of Ternary Weights with Resistive RAM Using a Single Sense Operation per Synapse. CoRR (2020)
Axel Laborieux, Marc Bocquet, Tifenn Hirtzlin, Jacques-Olivier Klein, Liza Herrera Diez, Etienne Nowak, Elisa Vianello, Jean-Michel Portal, Damien Querlioz
Low Power In-Memory Implementation of Ternary Neural Networks with Resistive RAM-Based Synapse. CoRR (2020)
Axel Laborieux, Maxence Ernoult, Tifenn Hirtzlin, Damien Querlioz
Synaptic Metaplasticity in Binarized Neural Networks. CoRR (2020)