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Securing Deep Spiking Neural Networks against Adversarial Attacks through Inherent Structural Parameters

Dec 09, 2020
Rida El-Allami, Alberto Marchisio, Muhammad Shafique, Ihsen Alouani

* Accepted for publication at the 24th Design, Automation and Test in Europe (DATE'21), February, 2021 

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Defensive Approximation: Enhancing CNNs Security through Approximate Computing

Jun 13, 2020
Amira Guesmi, Ihsen Alouani, Khaled Khasawneh, Mouna Baklouti, Tarek Frikha, Mohamed Abid, Nael Abu-Ghazaleh

* submitted to IEEE Symposium on Security and Privacy 2021 

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NeuroAttack: Undermining Spiking Neural Networks Security through Externally Triggered Bit-Flips

May 16, 2020
Valerio Venceslai, Alberto Marchisio, Ihsen Alouani, Maurizio Martina, Muhammad Shafique

* Accepted for publication at the 2020 International Joint Conference on Neural Networks (IJCNN) 

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