PROJECTED MEMRISTOR: A nanoscale device for cognitive computing

Pubblicazioni

Temperature Compensation Schemes for In-Memory Computing using Phase-Change Memory

Autori: Iason Giannopoulos, Manuel Le Gallo, Vara Prasad Jonnalagadda, Evangelos Eleftheriou, Abu Sebastian
Pubblicato in: 2020 2nd IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS), 2020, Pagina/e 286-290, ISBN 978-1-7281-4922-6
Editore: IEEE
DOI: 10.1109/aicas48895.2020.9074003

Energy efficient 'in memory' computing to enable decentralised service workflow composition in support of multi-domain operations

Autori: Graham Bent, Abbas Rahimi, Geethan Karunaratne, Declan Millar, Kaushik Roy, Christopher Simpkin, Ian Taylor, Andreas Martens, Abu Sebastian
Pubblicato in: Artificial Intelligence and Machine Learning for Multi-Domain Operations Applications III, 2021, Pagina/e 54, ISBN 9781510643307
Editore: SPIE
DOI: 10.1117/12.2586988

Compressed sensing recovery using computational memory

Autori: M. Le Gallo, A. Sebastian, G. Cherubini, H. Giefers, E. Eleftheriou
Pubblicato in: 2017 IEEE International Electron Devices Meeting (IEDM), 2017, Pagina/e 28.3.1-28.3.4, ISBN 978-1-5386-3559-9
Editore: IEEE
DOI: 10.1109/iedm.2017.8268469

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

Autori: I. Giannopoulos, A. Sebastian, M. Le Gallo, V.P. Jonnalagadda, M. Sousa, M.N. Boon, E. Eleftheriou
Pubblicato in: 2018 IEEE International Electron Devices Meeting (IEDM), 2018, Pagina/e 27.7.1-27.7.4, ISBN 978-1-7281-1987-8
Editore: IEEE
DOI: 10.1109/iedm.2018.8614558

Computational memory-based inference and training of deep neural networks

Autori: A. Sebastian, I. Boybat, M. Dazzi, I. Giannopoulos, V. Jonnalagadda, V. Joshi, G. Karunaratne, B. Kersting, R. Khaddam-Aljameh, S. R. Nandakumar, A. Petropoulos, C. Piveteau, T. Antonakopoulos, B. Rajendran, M. Le Gallo, E. Eleftheriou
Pubblicato in: 2019 Symposium on VLSI Technology, 2019, Pagina/e T168-T169, ISBN 978-4-86348-719-2
Editore: IEEE
DOI: 10.23919/vlsit.2019.8776518

Experimental Demonstration of Supervised Learning in Spiking Neural Networks with Phase-Change Memory Synapses

Autori: S. R. Nandakumar, Irem Boybat, Manuel Le Gallo, Evangelos Eleftheriou, Abu Sebastian, Bipin Rajendran
Pubblicato in: Scientific Reports, Numero 10/1, 2020, ISSN 2045-2322
Editore: Nature Publishing Group
DOI: 10.1038/s41598-020-64878-5

An overview of phase-change memory device physics

Autori: Manuel Le Gallo, Abu Sebastian
Pubblicato in: Journal of Physics D: Applied Physics, Numero 53/21, 2020, Pagina/e 213002, ISSN 0022-3727
Editore: Institute of Physics Publishing
DOI: 10.1088/1361-6463/ab7794

In‐Memory Database Query

Autori: Iason Giannopoulos, Abhairaj Singh, Manuel Le Gallo, Vara Prasad Jonnalagadda, Said Hamdioui, Abu Sebastian
Pubblicato in: Advanced Intelligent Systems, Numero 2/12, 2020, Pagina/e 2000141, ISSN 2640-4567
Editore: Wiley
DOI: 10.1002/aisy.202000141

An SRAM-Based Multibit In-Memory Matrix-Vector Multiplier With a Precision That Scales Linearly in Area, Time, and Power

Autori: Riduan Khaddam-Aljameh, Pier-Andrea Francese, Luca Benini, Evangelos Eleftheriou
Pubblicato in: IEEE Transactions on Very Large Scale Integration (VLSI) Systems, Numero 29/2, 2021, Pagina/e 372-385, ISSN 1063-8210
Editore: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tvlsi.2020.3037871

Computational phase-change memory: beyond von Neumann computing

Autori: Abu Sebastian, Manuel Le Gallo, Evangelos Eleftheriou
Pubblicato in: Journal of Physics D: Applied Physics, Numero 52/44, 2019, Pagina/e 443002, ISSN 0022-3727
Editore: Institute of Physics Publishing
DOI: 10.1088/1361-6463/ab37b6

Measurement of Onset of Structural Relaxation in Melt‐Quenched Phase Change Materials

Autori: Benedikt Kersting, Syed Ghazi Sarwat, Manuel Le Gallo, Kevin Brew, Sebastian Walfort, Nicole Saulnier, Martin Salinga, Abu Sebastian
Pubblicato in: Advanced Functional Materials, 2021, Pagina/e 2104422, ISSN 1616-301X
Editore: John Wiley & Sons Ltd.
DOI: 10.1002/adfm.202104422

Memory devices and applications for in-memory computing

Autori: Abu Sebastian, Manuel Le Gallo, Riduan Khaddam-Aljameh, Evangelos Eleftheriou
Pubblicato in: Nature Nanotechnology, Numero 15/7, 2020, Pagina/e 529-544, ISSN 1748-3387
Editore: Nature Publishing Group
DOI: 10.1038/s41565-020-0655-z

Memristors—From In‐Memory Computing, Deep Learning Acceleration, and Spiking Neural Networks to the Future of Neuromorphic and Bio‐Inspired Computing

Autori: Adnan Mehonic, Abu Sebastian, Bipin Rajendran, Osvaldo Simeone, Eleni Vasilaki, Anthony J. Kenyon
Pubblicato in: Advanced Intelligent Systems, Numero 2/11, 2020, Pagina/e 2000085, ISSN 2640-4567
Editore: Wiley
DOI: 10.1002/aisy.202000085

A Multi-Memristive Unit-Cell Array with Diagonal Interconnects for In-Memory Computing

Autori: Riduan Khaddam-Aljameh, Michele Martemucci, Benedikt Kersting, Manuel Le Gallo, Robert L. Bruce, Matthew Bright Sky, Abu Sebastian
Pubblicato in: IEEE Transactions on Circuits and Systems II: Express Briefs, 2021, Pagina/e 1-1, ISSN 1549-7747
Editore: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tcsii.2021.3078614

Neuromorphic computing with multi-memristive synapses

Autori: Irem Boybat, Manuel Le Gallo, S. R. Nandakumar, Timoleon Moraitis, Thomas Parnell, Tomas Tuma, Bipin Rajendran, Yusuf Leblebici, Abu Sebastian, Evangelos Eleftheriou
Pubblicato in: Nature Communications, Numero 9/1, 2018, ISSN 2041-1723
Editore: Nature Publishing Group
DOI: 10.1038/s41467-018-04933-y

Temporal correlation detection using computational phase-change memory

Autori: Abu Sebastian, Tomas Tuma, Nikolaos Papandreou, Manuel Le Gallo, Lukas Kull, Thomas Parnell, Evangelos Eleftheriou
Pubblicato in: Nature Communications, Numero 8/1, 2017, ISSN 2041-1723
Editore: Nature Publishing Group
DOI: 10.1038/s41467-017-01481-9

Mixed-precision in-memory computing

Autori: Manuel Le Gallo, Abu Sebastian, Roland Mathis, Matteo Manica, Heiner Giefers, Tomas Tuma, Costas Bekas, Alessandro Curioni, Evangelos Eleftheriou
Pubblicato in: Nature Electronics, Numero 1/4, 2018, Pagina/e 246-253, ISSN 2520-1131
Editore: Springer Nature
DOI: 10.1038/s41928-018-0054-8

Monatomic phase change memory

Autori: Martin Salinga, Benedikt Kersting, Ider Ronneberger, Vara Prasad Jonnalagadda, Xuan Thang Vu, Manuel Le Gallo, Iason Giannopoulos, Oana Cojocaru-Mirédin, Riccardo Mazzarello, Abu Sebastian
Pubblicato in: Nature Materials, Numero 17/8, 2018, Pagina/e 681-685, ISSN 1476-1122
Editore: Nature Publishing Group
DOI: 10.1038/s41563-018-0110-9

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

Autori: Abu Sebastian, Manuel Le Gallo, Geoffrey W. Burr, Sangbum Kim, Matthew BrightSky, Evangelos Eleftheriou
Pubblicato in: Journal of Applied Physics, Numero 124/11, 2018, Pagina/e 111101, ISSN 0021-8979
Editore: American Institute of Physics
DOI: 10.1063/1.5042413

Compressed Sensing With Approximate Message Passing Using In-Memory Computing

Autori: Manuel Le Gallo, Abu Sebastian, Giovanni Cherubini, Heiner Giefers, Evangelos Eleftheriou
Pubblicato in: IEEE Transactions on Electron Devices, Numero 65/10, 2018, Pagina/e 4304-4312, ISSN 0018-9383
Editore: Institute of Electrical and Electronics Engineers
DOI: 10.1109/ted.2018.2865352

Collective Structural Relaxation in Phase-Change Memory Devices

Autori: Manuel Le Gallo, Daniel Krebs, Federico Zipoli, Martin Salinga, Abu Sebastian
Pubblicato in: Advanced Electronic Materials, Numero 4/9, 2018, Pagina/e 1700627, ISSN 2199-160X
Editore: WILEY-VCH Verlag GmbH & Co. KGaA
DOI: 10.1002/aelm.201700627

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

Autori: Benedikt Kersting, Vladimir Ovuka, Vara Prasad Jonnalagadda, Marilyne Sousa, Valeria Bragaglia, Syed Ghazi Sarwat, Manuel Le Gallo, Martin Salinga, Abu Sebastian
Pubblicato in: Scientific Reports, Numero 10/1, 2020, ISSN 2045-2322
Editore: Nature Publishing Group
DOI: 10.1038/s41598-020-64826-3

Accurate deep neural network inference using computational phase-change memory

Autori: Vinay Joshi, Manuel Le Gallo, Simon Haefeli, Irem Boybat, S. R. Nandakumar, Christophe Piveteau, Martino Dazzi, Bipin Rajendran, Abu Sebastian, Evangelos Eleftheriou
Pubblicato in: Nature Communications, Numero 11/1, 2020, ISSN 2041-1723
Editore: Nature Publishing Group
DOI: 10.1038/s41467-020-16108-9

In-memory hyperdimensional computing

Autori: Geethan Karunaratne, Manuel Le Gallo, Giovanni Cherubini, Luca Benini, Abbas Rahimi, Abu Sebastian
Pubblicato in: Nature Electronics, Numero 3/6, 2020, Pagina/e 327-337, ISSN 2520-1131
Editore: Springer Nature
DOI: 10.1038/s41928-020-0410-3

Mixed-Precision Deep Learning Based on Computational Memory

Autori: S. R. Nandakumar, Manuel Le Gallo, Christophe Piveteau, Vinay Joshi, Giovanni Mariani, Irem Boybat, Geethan Karunaratne, Riduan Khaddam-Aljameh, Urs Egger, Anastasios Petropoulos, Theodore Antonakopoulos, Bipin Rajendran, Abu Sebastian, Evangelos Eleftheriou
Pubblicato in: Frontiers in Neuroscience, Numero 14, 2020, ISSN 1662-453X
Editore: Frontiers
DOI: 10.3389/fnins.2020.00406

In-memory computing on a photonic platform

Autori: Carlos Ríos, Nathan Youngblood, Zengguang Cheng, Manuel Le Gallo, Wolfram H. P. Pernice, C. David Wright, Abu Sebastian, Harish Bhaskaran
Pubblicato in: Science Advances, Numero 5/2, 2019, Pagina/e eaau5759, ISSN 2375-2548
Editore: AAAS
DOI: 10.1126/sciadv.aau5759

Robust high-dimensional memory-augmented neural networks

Autori: Geethan Karunaratne, Manuel Schmuck, Manuel Le Gallo, Giovanni Cherubini, Luca Benini, Abu Sebastian, Abbas Rahimi
Pubblicato in: Nature Communications, Numero 12/1, 2021, ISSN 2041-1723
Editore: Nature Publishing Group
DOI: 10.1038/s41467-021-22364-0

Parallel convolutional processing using an integrated photonic tensor core

Autori: J. Feldmann, N. Youngblood, M. Karpov, H. Gehring, X. Li, M. Stappers, M. Le Gallo, X. Fu, A. Lukashchuk, A. S. Raja, J. Liu, C. D. Wright, A. Sebastian, T. J. Kippenberg, W. H. P. Pernice, H. Bhaskaran
Pubblicato in: Nature, Numero 589/7840, 2021, Pagina/e 52-58, ISSN 0028-0836
Editore: Nature Publishing Group
DOI: 10.1038/s41586-020-03070-1

Energy Efficient In-Memory Hyperdimensional Encoding for Spatio-Temporal Signal Processing

Autori: Geethan Karunaratne, Manuel Le Gallo, Michael Hersche, Giovanni Cherubini, Luca Benini, Abu Sebastian, Abbas Rahimi
Pubblicato in: IEEE Transactions on Circuits and Systems II: Express Briefs, Numero 68/5, 2021, Pagina/e 1725-1729, ISSN 1549-7747
Editore: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tcsii.2021.3068126

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