Training an Ising Machine with Equilibrium Propagation
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Author(s):
Laydevant, Jérémie; Markovic, Danijela; Grollier, Julie
Published in:
Nature Communications, Issue 15, 2024, Page(s) 3671, ISSN 2041-1723
Publisher:
Nature Publishing Group
DOI:
10.48550/arxiv.2305.18321
Training and synchronizing oscillator networks with Equilibrium Propagation
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Author(s):
Theophile Rageau, Julie Grollier
Published in:
Neuromorphic Computing and Engineering, 2025, ISSN 2634-4386
Publisher:
IOP Publishing
DOI:
10.1088/2634-4386/adebaa
Self-Contrastive Forward-Forward algorithm
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Author(s):
Xing Chen, Dongshu Liu, Jérémie Laydevant, Julie Grollier
Published in:
Nature Communications, Issue 16, 2025, ISSN 2041-1723
Publisher:
Nature Publishing Group
DOI:
10.1038/s41467-025-61037-0
Bayesian continual learning and forgetting in neural networks
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Author(s):
Djohan Bonnet, Kellian Cottart, Tifenn Hirtzlin, Tarcisius Januel, Thomas Dalgaty, Elisa Vianello, Damien Querlioz
Published in:
Nature Communications, Issue 16, 2025, ISSN 2041-1723
Publisher:
Nature Publishing Group
DOI:
10.1038/s41467-025-64601-w
Unsupervised end-to-end training with a self-defined target
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Author(s):
Dongshu Liu, Jérémie Laydevant, Adrien Pontlevy, Damien Querlioz, Julie Grollier
Published in:
Neuromorphic Computing and Engineering, Issue 4, 2024, Page(s) 044005, ISSN 2634-4386
Publisher:
IOP Publishing
DOI:
10.1088/2634-4386/ad8c78
Neuromorphic weighted sums with magnetic skyrmions
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Author(s):
Tristan da Câmara Santa Clara Gomes, Yanis Sassi, Dédalo Sanz-Hernández, Sachin Krishnia, Sophie Collin, Marie-Blandine Martin, Pierre Seneor, Vincent Cros, Julie Grollier, Nicolas Reyren
Published in:
Nature Electronics, Issue 8, 2025, Page(s) 204-214, ISSN 2520-1131
Publisher:
Springer Science and Business Media LLC
DOI:
10.1038/s41928-024-01303-z