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Accurate deep neural network inference using computational phase-change memory.
Joshi V, Le Gallo M, Haefeli S, Boybat I, Nandakumar SR, Piveteau C, Dazzi M, Rajendran B, Sebastian A, Eleftheriou E. Joshi V, et al. Among authors: nandakumar sr. 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. Among authors: nandakumar sr. Nat Commun. 2018 Jun 28;9(1):2514. doi: 10.1038/s41467-018-04933-y. Nat Commun. 2018. PMID: 29955057 Free PMC article.
Optimised weight programming for analogue memory-based deep neural networks.
Mackin C, Rasch MJ, Chen A, Timcheck J, Bruce RL, Li N, Narayanan P, Ambrogio S, Le Gallo M, Nandakumar SR, Fasoli A, Luquin J, Friz A, Sebastian A, Tsai H, Burr GW. Mackin C, et al. Among authors: nandakumar sr. Nat Commun. 2022 Jun 30;13(1):3765. doi: 10.1038/s41467-022-31405-1. Nat Commun. 2022. PMID: 35773285 Free PMC article.
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. Front Neurosci. 2020 May 12;14:406. doi: 10.3389/fnins.2020.00406. eCollection 2020. Front Neurosci. 2020. PMID: 32477047 Free PMC article.