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PROJECTED MEMRISTOR: A nanoscale device for cognitive computing

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Publications

Mixed-precision training of deep neural networks using computational memory

Author(s): S. R. Nandakumar*, Manuel Le Gallo, Irem Boybat, Bipin Rajendran, Abu Sebastian*, Evangelos Eleftheriou
Published in: 2017

Neuromorphic computing with multi-memristive synapses

Author(s): Irem Boybat, Manuel Le Gallo, S. R. Nandakumar, Timoleon Moraitis, Thomas Parnell, Tomas Tuma, Bipin Rajendran, Yusuf Leblebici, Abu Sebastian, Evangelos Eleftheriou
Published in: Nature Communications, Issue 9/1, 2018, ISSN 2041-1723
DOI: 10.1038/s41467-018-04933-y

Temporal correlation detection using computational phase-change memory

Author(s): Abu Sebastian, Tomas Tuma, Nikolaos Papandreou, Manuel Le Gallo, Lukas Kull, Thomas Parnell, Evangelos Eleftheriou
Published in: Nature Communications, Issue 8/1, 2017, ISSN 2041-1723
DOI: 10.1038/s41467-017-01481-9

Mixed-precision in-memory computing

Author(s): Manuel Le Gallo, Abu Sebastian, Roland Mathis, Matteo Manica, Heiner Giefers, Tomas Tuma, Costas Bekas, Alessandro Curioni, Evangelos Eleftheriou
Published in: Nature Electronics, Issue 1/4, 2018, Page(s) 246-253, ISSN 2520-1131
DOI: 10.1038/s41928-018-0054-8

Monatomic phase change memory

Author(s): Martin Salinga, Benedikt Kersting, Ider Ronneberger, Vara Prasad Jonnalagadda, Xuan Thang Vu, Manuel Le Gallo, Iason Giannopoulos, Oana Cojocaru-Mirédin, Riccardo Mazzarello, Abu Sebastian
Published in: Nature Materials, Issue 17/8, 2018, Page(s) 681-685, ISSN 1476-1122
DOI: 10.1038/s41563-018-0110-9

Tutorial: Brain-inspired computing using phase-change memory devices

Author(s): Abu Sebastian, Manuel Le Gallo, Geoffrey W. Burr, Sangbum Kim, Matthew BrightSky, Evangelos Eleftheriou
Published in: Journal of Applied Physics, Issue 124/11, 2018, Page(s) 111101, ISSN 0021-8979
DOI: 10.1063/1.5042413

Compressed Sensing With Approximate Message Passing Using In-Memory Computing

Author(s): Manuel Le Gallo, Abu Sebastian, Giovanni Cherubini, Heiner Giefers, Evangelos Eleftheriou
Published in: IEEE Transactions on Electron Devices, Issue 65/10, 2018, Page(s) 4304-4312, ISSN 0018-9383
DOI: 10.1109/ted.2018.2865352

Collective Structural Relaxation in Phase-Change Memory Devices

Author(s): Manuel Le Gallo, Daniel Krebs, Federico Zipoli, Martin Salinga, Abu Sebastian
Published in: Advanced Electronic Materials, Issue 4/9, 2018, Page(s) 1700627, ISSN 2199-160X
DOI: 10.1002/aelm.201700627

State dependence and temporal evolution of resistance in projected phase change memory

Author(s): Benedikt Kersting, Vladimir Ovuka, Vara Prasad Jonnalagadda, Marilyne Sousa, Valeria Bragaglia, Syed Ghazi Sarwat, Manuel Le Gallo, Martin Salinga, Abu Sebastian
Published in: Scientific Reports, Issue 10/1, 2020, ISSN 2045-2322
DOI: 10.1038/s41598-020-64826-3

Accurate deep neural network inference using computational phase-change memory

Author(s): Vinay Joshi, Manuel Le Gallo, Simon Haefeli, Irem Boybat, S. R. Nandakumar, Christophe Piveteau, Martino Dazzi, Bipin Rajendran, Abu Sebastian, Evangelos Eleftheriou
Published in: Nature Communications, Issue 11/1, 2020, ISSN 2041-1723
DOI: 10.1038/s41467-020-16108-9

In-memory hyperdimensional computing

Author(s): Geethan Karunaratne, Manuel Le Gallo, Giovanni Cherubini, Luca Benini, Abbas Rahimi, Abu Sebastian
Published in: Nature Electronics, Issue 3/6, 2020, Page(s) 327-337, ISSN 2520-1131
DOI: 10.1038/s41928-020-0410-3

8-bit Precision In-Memory Multiplication with Projected Phase-Change Memory

Author(s): I. Giannopoulos, A. Sebastian, M. Le Gallo, V.P. Jonnalagadda, M. Sousa, M.N. Boon, E. Eleftheriou
Published in: 2018 IEEE International Electron Devices Meeting (IEDM), 2018, Page(s) 27.7.1-27.7.4
DOI: 10.1109/iedm.2018.8614558