Search Results for author: Filippo Moro

Found 3 papers, 0 papers with code

The Role of Temporal Hierarchy in Spiking Neural Networks

no code implementations26 Jul 2024 Filippo Moro, Pau Vilimelis Aceituno, Laura Kriener, Melika Payvand

The temporal dynamics such as time constants of the synapses and neurons and delays have been recently shown to have computational benefits that help reduce the overall number of parameters required in the network and increase the accuracy of the SNNs in solving temporal tasks.

Inductive Bias Keyword Spotting

Synaptic metaplasticity with multi-level memristive devices

no code implementations21 Jun 2023 Simone D'Agostino, Filippo Moro, Tifenn Hirtzlin, Julien Arcamone, Niccolò Castellani, Damien Querlioz, Melika Payvand, Elisa Vianello

In this work, we extend this solution to quantized neural networks (QNNs) and present a memristor-based hardware solution for implementing metaplasticity during both inference and training.

Hardware calibrated learning to compensate heterogeneity in analog RRAM-based Spiking Neural Networks

no code implementations10 Feb 2022 Filippo Moro, E. Esmanhotto, T. Hirtzlin, N. Castellani, A. Trabelsi, T. Dalgaty, G. Molas, F. Andrieu, S. Brivio, S. Spiga, G. Indiveri, M. Payvand, E. Vianello

In this work, we assessed the performance and variability of RRAM-based neuromorphic circuits that were designed and fabricated using a 130\, nm technology node.

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