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

Author:

Moro Filippo1,Esmanhotto E.1,Hirtzlin T.1,Castellani N.1,Trabelsi A.1,Dalgaty T.1,Molas G.1,Andrieu F.1,Brivio S.2,Spiga S.2,Indiveri G.3,Payvand M.3,Vianello E.1

Affiliation:

1. CEA-Leti,Grenoble,France

2. CNR-IMM,Agrate Brianza,Italy

3. Institute of Neuroinformatics, University of Zurich and ETH Zurich,Switzerland

Publisher

IEEE

Reference12 articles.

1. Synaptic Dynamics in Analog VLSI

2. A current-mode conductance-based silicon neuron for address-event neuromorphic systems

3. The heidelberg spiking data sets for the systematic evaluation of spiking neural networks;cramer;IEEE Transactions on Neural Networks and Learning Systems,2020

4. Random telegraph noise in HfOx Resistive Random Access Memory: From physics to compact modeling

5. Neural heterogeneity promotes robust learning

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