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ORCIDAxel Laborieux
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2020 – today
- 2024
[c6]Manil Dev Gomony
, Bas Ahn, Rick Luiken, Yashvardhan Biyani, Anteneh Gebregiorgis, Axel Laborieux, Friedemann Zenke, Said Hamdioui, Henk Corporaal:
Invited: Achieving PetaOps/W Edge-AI Processing. DAC 2024: 370:1-370:4- [c5]Axel Laborieux, Friedemann Zenke:
Improving equilibrium propagation without weight symmetry through Jacobian homeostasis. ICLR 2024 - [i11]Friedemann Zenke, Axel Laborieux:
Theories of synaptic memory consolidation and intelligent plasticity for continual learning. CoRR abs/2405.16922 (2024) - 2023
- [c4]Manu Srinath Halvagal, Axel Laborieux, Friedemann Zenke:
Implicit variance regularization in non-contrastive SSL. NeurIPS 2023 - [i10]Axel Laborieux, Friedemann Zenke:
Improving equilibrium propagation without weight symmetry through Jacobian homeostasis. CoRR abs/2309.02214 (2023) - 2022
- [c3]Axel Laborieux, Friedemann Zenke:
Holomorphic Equilibrium Propagation Computes Exact Gradients Through Finite Size Oscillations. NeurIPS 2022 - [i9]Axel Laborieux, Friedemann Zenke:
Holomorphic Equilibrium Propagation Computes Exact Gradients Through Finite Size Oscillations. CoRR abs/2209.00530 (2022) - [i8]Manu Srinath Halvagal, Axel Laborieux, Friedemann Zenke:
Predictor networks and stop-grads provide implicit variance regularization in BYOL/SimSiam. CoRR abs/2212.04858 (2022) - 2021
- [b1]Axel Laborieux:
Bio-inspired continual learning and credit assignment for neuromorphic computing. (Apprentissage continu et estimation du gradient inspirés de la biologie pour le calcul neuromorphique). University of Paris-Saclay, France, 2021 - [j1]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): 138-147 (2021) - [c2]Fadi Jebali, Atreya Majumdar, Axel Laborieux, Tifenn Hirtzlin, Elisa Vianello, Jean-Pierre Walder, Marc Bocquet, Damien Querlioz, Jean-Michel Portal:
CAPC: A Configurable Analog Pop-Count Circuit for Near-Memory Binary Neural Networks. MWSCAS 2021: 158-161 - [i7]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 abs/2101.05536 (2021) - [i6]Axel Laborieux, Maxence Ernoult, Tifenn Hirtzlin, Damien Querlioz:
Synaptic metaplasticity in binarized neural networks. CoRR abs/2101.07592 (2021) - [i5]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 abs/2107.06064 (2021) - 2020
- [c1]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: 136-140 - [i4]Axel Laborieux, Maxence Ernoult, Tifenn Hirtzlin, Damien Querlioz:
Synaptic Metaplasticity in Binarized Neural Networks. CoRR abs/2003.03533 (2020) - [i3]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 abs/2005.01973 (2020) - [i2]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 abs/2006.03824 (2020) - [i1]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 abs/2007.14234 (2020)
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