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Piergiulio Mannocci
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Time complexity of in-memory solution of linear systems
Z Sun, G Pedretti, P Mannocci, E Ambrosi, A Bricalli, D Ielmini
IEEE Transactions on Electron Devices 67 (7), 2945-2951, 2020
372020
A spiking recurrent neural network with phase-change memory neurons and synapses for the accelerated solution of constraint satisfaction problems
G Pedretti, P Mannocci, S Hashemkhani, V Milo, O Melnic, E Chicca, ...
IEEE Journal on Exploratory Solid-State Computational Devices and Circuits 6 …, 2020
312020
In-memory computing with emerging memory devices: Status and outlook
P Mannocci, M Farronato, N Lepri, L Cattaneo, A Glukhov, Z Sun, ...
APL Machine Learning 1 (1), 2023
292023
Reservoir Computing with Charge‐Trap Memory Based on a MoS2 Channel for Neuromorphic Engineering
M Farronato, P Mannocci, M Melegari, S Ricci, CM Compagnoni, D Ielmini
Advanced Materials 35 (37), 2205381, 2023
232023
Modeling and compensation of IR drop in crosspoint accelerators of neural networks
N Lepri, M Baldo, P Mannocci, A Glukhov, V Milo, D Ielmini
IEEE Transactions on Electron Devices 69 (3), 1575-1581, 2022
192022
A universal, analog, in-memory computing primitive for linear algebra using memristors
P Mannocci, G Pedretti, E Giannone, E Melacarne, Z Sun, D Ielmini
IEEE Transactions on Circuits and Systems I: Regular Papers 68 (12), 4889-4899, 2021
182021
Redundancy and analog slicing for precise in-memory machine learning—Part I: Programming techniques
G Pedretti, P Mannocci, C Li, Z Sun, JP Strachan, D Ielmini
IEEE Transactions on Electron Devices 68 (9), 4373-4378, 2021
172021
Forming‐Free Resistive Switching Memory Crosspoint Arrays for In‐Memory Machine Learning
S Ricci, P Mannocci, M Farronato, S Hashemkhani, D Ielmini
Advanced Intelligent Systems 4 (8), 2200053, 2022
132022
In-Memory Principal Component Analysis by Crosspoint Array of Resistive Switching Memory: A new hardware approach for energy-efficient data analysis in edge computing
P Mannocci, A Baroni, E Melacarne, C Zambelli, P Olivo, E Pérez, ...
IEEE Nanotechnology Magazine 16 (2), 4-13, 2022
112022
Redundancy and analog slicing for precise in-memory machine learning—Part II: Applications and benchmark
G Pedretti, P Mannocci, C Li, Z Sun, JP Strachan, D Ielmini
IEEE Transactions on Electron Devices 68 (9), 4379-4383, 2021
92021
In-memory computing for machine learning and deep learning
N Lepri, A Glukhov, L Cattaneo, M Farronato, P Mannocci, D Ielmini
IEEE Journal of the Electron Devices Society, 2023
72023
An analogue in-memory ridge regression circuit with application to massive MIMO acceleration
P Mannocci, E Melacarne, D Ielmini
IEEE Journal on Emerging and Selected Topics in Circuits and Systems 12 (4 …, 2022
72022
A generalized block-matrix circuit for closed-loop analogue in-memory computing
P Mannocci, D Ielmini
IEEE Journal on Exploratory Solid-State Computational Devices and Circuits, 2023
52023
Status and challenges of in-memory computing for neural accelerators
D Ielmini, N Lepri, P Mannocci, A Glukhov
2022 International Symposium on VLSI Technology, Systems and Applications …, 2022
42022
A spiking recurrent neural network with phase change memory synapses for decision making
G Pedretti, V Milo, S Hashemkhani, P Mannocci, O Melnic, E Chicca, ...
2020 IEEE International Symposium on Circuits and Systems (ISCAS), 1-5, 2020
32020
In-memory neural network accelerator based on phase change memory (PCM) with one-selector/one-resistor (1S1R) structure operated in the subthreshold regime
N Lepri, P Gibertini, P Mannocci, A Pirovano, I Tortorelli, P Fantini, ...
2023 IEEE International Memory Workshop (IMW), 1-4, 2023
22023
In-Memory Computing with Crosspoint Resistive Memory Arrays for Machine Learning
S Ricci, P Mannocci, M Farronato, D Ielmini
Annual Meeting of the Italian Electronics Society, 35-40, 2022
12022
Development of Crosspoint Memory Arrays for Neuromorphic Computing
S Ricci, P Mannocci, M Farronato, A Milozzi, D Ielmini
Special Topics in Information Technology, 65-74, 2024
2024
Compact Modeling and Mitigation of Parasitics in Crosspoint Accelerators of Neural Networks
N Lepri, A Glukhov, P Mannocci, M Porzani, D Ielmini
IEEE Transactions on Electron Devices, 2024
2024
An Ultrafast (< 200 ns) Sparse Solution Solver made by HfWOx/VOy Threshold Tunable Neurons
Z Chen, Y Zhou, H Xu, Y Fu, Y Li, Y He, XS Miao, P Mannocci, D Ielmini
2023 International Electron Devices Meeting (IEDM), 1-4, 2023
2023
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