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 | 81 | 2023 |
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 | 57 | 2023 |
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 | 43 | 2020 |
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 | 36 | 2020 |
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 | 28 | 2022 |
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 | 24 | 2021 |
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 11, 587-601, 2023 | 20 | 2023 |
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 | 20 | 2021 |
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 | 17 | 2022 |
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 | 13 | 2022 |
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 | 13 | 2022 |
A generalized block-matrix circuit for closed-loop analog in-memory computing P Mannocci, D Ielmini IEEE Journal on Exploratory Solid-State Computational Devices and Circuits 9 …, 2023 | 10 | 2023 |
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 | 10 | 2021 |
Roadmap to neuromorphic computing with emerging technologies A Mehonic, D Ielmini, K Roy, O Mutlu, S Kvatinsky, ... APL Materials 12 (10), 2024 | 9 | 2024 |
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 | 6 | 2022 |
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 | 6 | 2020 |
Accelerating massive MIMO in 6G communications by analog in-memory computing circuits P Mannocci, E Melacarne, G Pedretti, C Villa, F Sancandi, U Spagnolini, ... 2023 IEEE International Symposium on Circuits and Systems (ISCAS), 1-5, 2023 | 4 | 2023 |
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 71 (3), 1900-1906, 2024 | 3 | 2024 |
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 | 2 | 2023 |
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 | 2 | 2022 |