Unsupervised learning to overcome catastrophic forgetting in neural networks I Munoz-Martin, S Bianchi, G Pedretti, O Melnic, S Ambrogio, D Ielmini IEEE Journal on Exploratory Solid-State Computational Devices and Circuits 5 …, 2019 | 35 | 2019 |
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 | 34 | 2020 |
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 | 16 | 2019 |
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, 709053, 2021 | 15 | 2021 |
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 | 14 | 2020 |
A drift-resilient hardware implementation of neural accelerators based on phase change memory devices I Munoz-Martin, S Bianchi, O Melnic, AG Bonfanti, D Ielmini IEEE Transactions on Electron Devices 68 (12), 6076-6081, 2021 | 11 | 2021 |
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 | 4 | 2020 |
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 | 4 | 2019 |
Modeling and Analysis of Virgin Ge-Rich GST Embedded Phase Change Memories M Baldo, O Melnic, M Scudieri, G Nicotra, M Borghi, E Petroni, A Motta, ... IEEE Transactions on Electron Devices 70 (3), 1055-1060, 2023 | 2 | 2023 |
Interaction between forming pulse and integration process flow in ePCM M Baldo, E Petroni, L Laurin, G Samanni, O Melnic, D Ielmini, A Redaelli 2022 17th Conference on Ph. D Research in Microelectronics and Electronics …, 2022 | 2 | 2022 |
Ph. D. in Information Technology Thesis Defense HAO Wenjin | | 2024 |
Characterization and modeling of embedded phase change memory devices O Melnic | | 2021 |
Characterization and modeling of reliability in embedded PCM devices O MELNIC Politecnico di Milano, 2016 | | 2016 |