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 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
An analogue in-memory ridge regression circuit with application to massive MIMO acceleration
2022-01-01 Mannocci, P.; Melacarne, E.; Ielmini, D.
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.
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 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
Roadmap to neuromorphic computing with emerging technologies
2024-01-01 Mehonic, A.; Ielmini, D.; Roy, K.; Mutlu, O.; Kvatinsky, S.; Serrano-Gotarredona, T.; Linares-Barranco, B.; Spiga, S.; Savel’Ev, S.; Balanov, A. G.; Chawla, N.; Desoli, G.; Malavena, G.; Monzio Compagnoni, C.; Wang, Z.; Yang, J. J.; Sarwat, S. G.; Sebastian, A.; Mikolajick, T.; Slesazeck, S.; Noheda, B.; Dieny, B.; Hou, T. -H.; Varri, A.; Brückerhoff-Plückelmann, F.; Pernice, W.; Zhang, X.; Pazos, S.; Lanza, M.; Wiefels, S.; Dittmann, R.; Ng, W. H.; Buckwell, M.; Cox, H. R. J.; Mannion, D. J.; Kenyon, A. J.; Lu, Y.; Yang, Y.; Querlioz, D.; Hutin, L.; Vianello, E.; Chowdhury, S. S.; Mannocci, P.; Cai, Y.; Sun, Z.; Pedretti, G.; Strachan, J. P.; Strukov, D.; Le Gallo, M.; Ambrogio, S.; Valov, I.; Waser, R.
Time Complexity of In-Memory Solution of Linear Systems
2020-01-01 Sun, Zhong; Pedretti, Giacomo; Mannocci, Piergiulio; Ambrosi, Elia; Bricalli, Alessandro; Ielmini, Daniele