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Octavian Melnic
Octavian Melnic
Verified email at polimi.it
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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
232020
Unsupervised learning to overcome catastrophic forgetting in neural networks
I Muñoz-Martín, S Bianchi, G Pedretti, O Melnic, S Ambrogio, D Ielmini
IEEE Journal on Exploratory Solid-State Computational Devices and Circuits 5 …, 2019
202019
Energy-efficient continual learning in hybrid supervised-unsupervised neural networks with PCM synapses
S Bianchi, I Muñoz-Martín, G Pedretti, O Melnic, S Ambrogio, D Ielmini
2019 Symposium on VLSI Technology, T172-T173, 2019
92019
Modeling of virgin state and forming operation in embedded phase change memory (PCM)
M Baldo, O Melnic, M Scuderi, G Nicotra, M Borghi, E Petroni, A Motta, ...
2020 IEEE International Electron Devices Meeting (IEDM), 13.3. 1-13.3. 4, 2020
52020
A brain-inspired homeostatic neuron based on phase-change memories for efficient neuromorphic computing
I Muñoz-Martin, S Bianchi, S Hashemkhani, G Pedretti, O Melnic, D Ielmini
Frontiers in Neuroscience 15, 2021
22021
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
22020
Monte Carlo model of resistance evolution in embedded PCM with Ge-rich GST
O Melnic, M Borghi, E Palumbo, P Zuliani, R Annunziata, D Ielmini
2019 Symposium on VLSI Technology, T64-T65, 2019
12019
A Drift-Resilient Hardware Implementation of Neural Accelerators Based on Phase Change Memory Devices
I Muñoz-Martín, S Bianchi, O Melnic, AG Bonfanti, D Ielmini
IEEE Transactions on Electron Devices 68 (12), 6076-6081, 2021
2021
Characterization and modeling of reliability in embedded PCM devices
O MELNIC
Italy, 2018
2018
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