MANNOCCI, PIERGIULIO
MANNOCCI, PIERGIULIO
DIPARTIMENTO DI ELETTRONICA, INFORMAZIONE E BIOINGEGNERIA
A Generalized Block-Matrix Circuit for Closed-Loop Analog In-Memory Computing
2023-01-01 Mannocci, P; Ielmini, D
A spiking recurrent neural network with phase change memory neurons and synapses for the accelerated solution of constraint satisfaction problems
2020-01-01 Pedretti, G.; Mannocci, P.; Hashemkhani, S.; Milo, V.; Melnic, O.; Chicca, E.; Ielmini, D.
A Spiking Recurrent Neural Network with Phase Change Memory Synapses for Decision Making
2020-01-01 Pedretti, G.; Milo, V.; Hashemkhani, S.; Mannocci, P.; Melnic, O.; Chicca, E.; Ielmini, D.
A Universal, Analog, In-Memory Computing Primitive for Linear Algebra Using Memristors
2021-01-01 Mannocci, Piergiulio; Pedretti, Giacomo; Giannone, Elisabetta; Melacarne, Enrico; Sun, Zhong; Ielmini, Daniele
Accelerating massive MIMO in 6G communications by analog in-memory computing circuits
2023-01-01 Mannocci, Piergiulio; Melacarne, Enrico; Pedretti, Giacomo; Villa, Corrado; Sancandi, Flavio; Spagnolini, Umberto; Ielmini, Daniele
An analogue in-memory ridge regression circuit with application to massive MIMO acceleration
2022-01-01 Mannocci, P.; Melacarne, E.; Ielmini, D.
Closed-Loop In-Memory Computing for Energy-Efficient Matrix Eigendecomposition
2023-01-01 Mannocci, Piergiulio; Giannone, Elisabetta; Ielmini, Daniele
Compact Modeling and Mitigation of Parasitics in Crosspoint Accelerators of Neural Networks
2024-01-01 Lepri, N.; Glukhov, A.; Mannocci, P.; Porzani, M.; Ielmini, D.
Experimental verification and benchmark of in-memory principal component analysis by crosspoint arrays of resistive switching memory
2022-01-01 Mannocci, Piergiulio; Baroni, Andrea; Melacarne, Enrico; Zambelli, Cristian; Olivo, Piero; Perez, Eduardo; Wenger, Christian; Ielmini, Daniele
Forming-Free Resistive Switching Memory Crosspoint Arrays for In-Memory Machine Learning
2022-01-01 Ricci, S; Mannocci, P; Farronato, M; Hashemkhani, S; Ielmini, D
In-Memory Computing for Machine Learning and Deep Learning
2023-01-01 Lepri, N.; Glukhov, A.; Cattaneo, L.; Farronato, M.; Mannocci, P.; Ielmini, D.
In-memory computing with emerging memory devices: Status and outlook
2023-01-01 Mannocci, P.; Farronato, M.; Lepri, N.; Cattaneo, L.; Glukhov, A.; Sun, Z.; Ielmini, D.
In-memory neural network accelerator based on phase change memory (PCM) with one-selector/one-resistor (1S1R) structure operated in the subthreshold regime
2023-01-01 Lepri, N; Gibertini, P; Mannocci, P; Pirovano, A; Tortorelli, I; Fantini, P; Ielmini, D
In-Memory Principal Component Analysis by Analogue Closed-Loop Eigendecomposition
2023-01-01 Mannocci, Piergiulio; Giannone, Elisabetta; Ielmini, Daniele
In-Memory Principal Component Analysis by Crosspoint Array of Resistive Switching Memory: A New Hardware Approach for Energy-Efficient Data Analysis in Edge Computing
2022-01-01 Mannocci, Piergiulio; Baroni, Andrea; Melacarne, Enrico; Zambelli, Cristian; Olivo, Piero; Perez, Eduardo; Wenger, Christian; Ielmini, Daniele
Modeling and Compensation of IR Drop in Crosspoint Accelerators of Neural Networks
2022-01-01 Lepri, N.; Baldo, M.; Mannocci, P.; Glukhov, A.; Milo, V.; Ielmini, D.
Redundancy and Analog Slicing for Precise in-Memory Machine Learning--Part I: Programming Techniques
2021-01-01 Pedretti, G.; Mannocci, P.; Li, C.; Sun, Z.; Strachan, J. P.; Ielmini, D.
Redundancy and Analog Slicing for Precise In-Memory Machine Learning--Part II: Applications and Benchmark
2021-01-01 Pedretti, G.; Mannocci, P.; Li, C.; Sun, Z.; Strachan, J. P.; Ielmini, D.
Reservoir Computing with Charge-Trap Memory Based on a MoS2 Channel for Neuromorphic Engineering
2023-01-01 Farronato, Matteo; Mannocci, Piergiulio; Melegari, Margherita; Ricci, Saverio; Compagnoni, Christian Monzio; Ielmini, Daniele
Status and challenges of in-memory computing for neural accelerators
2022-01-01 Ielmini, D.; Lepri, N.; Mannocci, P.; Glukhov, A.