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Accurate deep neural network inference using computational phase-change memory.
Nat Commun. 2020 May 18;11(1):2473. doi: 10.1038/s41467-020-16108-9.
Nat Commun. 2020.
PMID: 32424184
Free PMC article.
Neuromorphic computing with multi-memristive synapses.
Boybat I, Le Gallo M, Nandakumar SR, Moraitis T, Parnell T, Tuma T, Rajendran B, Leblebici Y, Sebastian A, Eleftheriou E.
Boybat I, et al.
Nat Commun. 2018 Jun 28;9(1):2514. doi: 10.1038/s41467-018-04933-y.
Nat Commun. 2018.
PMID: 29955057
Free PMC article.
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Experimental Demonstration of Supervised Learning in Spiking Neural Networks with Phase-Change Memory Synapses.
Nandakumar SR, Boybat I, Le Gallo M, Eleftheriou E, Sebastian A, Rajendran B.
Nandakumar SR, et al. Among authors: boybat i.
Sci Rep. 2020 May 15;10(1):8080. doi: 10.1038/s41598-020-64878-5.
Sci Rep. 2020.
PMID: 32415108
Free PMC article.
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Mixed-Precision Deep Learning Based on Computational Memory.
Nandakumar SR, Le Gallo M, Piveteau C, Joshi V, Mariani G, Boybat I, Karunaratne G, Khaddam-Aljameh R, Egger U, Petropoulos A, Antonakopoulos T, Rajendran B, Sebastian A, Eleftheriou E.
Nandakumar SR, et al. Among authors: boybat i.
Front Neurosci. 2020 May 12;14:406. doi: 10.3389/fnins.2020.00406. eCollection 2020.
Front Neurosci. 2020.
PMID: 32477047
Free PMC article.
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Signal and noise extraction from analog memory elements for neuromorphic computing.
Gong N, Idé T, Kim S, Boybat I, Sebastian A, Narayanan V, Ando T.
Gong N, et al. Among authors: boybat i.
Nat Commun. 2018 May 29;9(1):2102. doi: 10.1038/s41467-018-04485-1.
Nat Commun. 2018.
PMID: 29844421
Free PMC article.
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Equivalent-accuracy accelerated neural-network training using analogue memory.
Ambrogio S, Narayanan P, Tsai H, Shelby RM, Boybat I, di Nolfo C, Sidler S, Giordano M, Bodini M, Farinha NCP, Killeen B, Cheng C, Jaoudi Y, Burr GW.
Ambrogio S, et al. Among authors: boybat i.
Nature. 2018 Jun;558(7708):60-67. doi: 10.1038/s41586-018-0180-5. Epub 2018 Jun 6.
Nature. 2018.
PMID: 29875487
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Editorial: Hardware for artificial intelligence.
Boybat I, Payvand M, Rhodes O, Serb A.
Boybat I, et al.
Front Neurosci. 2022 Aug 9;16:979495. doi: 10.3389/fnins.2022.979495. eCollection 2022.
Front Neurosci. 2022.
PMID: 36017178
Free PMC article.
No abstract available.
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Recent Advances and Future Prospects for Memristive Materials, Devices, and Systems.
Song MK, Kang JH, Zhang X, Ji W, Ascoli A, Messaris I, Demirkol AS, Dong B, Aggarwal S, Wan W, Hong SM, Cardwell SG, Boybat I, Seo JS, Lee JS, Lanza M, Yeon H, Onen M, Li J, Yildiz B, Del Alamo JA, Kim S, Choi S, Milano G, Ricciardi C, Alff L, Chai Y, Wang Z, Bhaskaran H, Hersam MC, Strukov D, Wong HP, Valov I, Gao B, Wu H, Tetzlaff R, Sebastian A, Lu W, Chua L, Yang JJ, Kim J.
Song MK, et al. Among authors: boybat i.
ACS Nano. 2023 Jul 11;17(13):11994-12039. doi: 10.1021/acsnano.3c03505. Epub 2023 Jun 29.
ACS Nano. 2023.
PMID: 37382380
Review.
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