O. Melnic

Unsupervised Learning to Overcome Catastrophic Forgetting in Neural Networks

Irene Muñoz-Martín, S. Bianchi, Giacomo Pedretti et al. · IEEE Journal on Exploratory Solid-State Computational Devices and Circuits · 2019 · 40 citations · Full text

Artificial Intelligence, Engineering, Machine Learning +18

A Spiking Recurrent Neural Network With Phase-Change Memory Neurons and Synapses for the Accelerated Solution of Constraint Satisfaction Problems

Giacomo Pedretti, Piergiulio Mannocci, Shahin Hashemkhani et al. · IEEE Journal on Exploratory Solid-State Computational Devices and Circuits · 2020 · 39 citations · Full text

Artificial Intelligence, Phase-change Memory Neurons, Engineering +20

A Brain-Inspired Homeostatic Neuron Based on Phase-Change Memories for Efficient Neuromorphic Computing

Irene Muñoz-Martín, S. Bianchi, Shahin Hashemkhani et al. · Frontiers in Neuroscience · 2021 · 23 citations · Full text

Engineering, Neural Network, Neural Network Accelerators +21

Modeling of virgin state and forming operation in embedded phase change memory (PCM)

M. Baldo, O. Melnic, M. Scuderi et al. · 2020 · 19 citations

Forming Operation, Non-volatile Memory, Engineering +18

A Drift-Resilient Hardware Implementation of Neural Accelerators Based on Phase Change Memory Devices

Irene Muñoz-Martín, S. Bianchi, O. Melnic et al. · IEEE Transactions on Electron Devices · 2021 · 12 citations · Full text

Engineering, Machine Learning, Conductance Drift +17