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Hardware and Software Optimizations for Accelerating Deep Neural Networks: Survey of Current Trends, Challenges, and the Road Ahead


Dec 21, 2020
Maurizio Capra, Beatrice Bussolino, Alberto Marchisio, Guido Masera, Maurizio Martina, Muhammad Shafique

* Accepted for publication in IEEE Access 

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MLComp: A Methodology for Machine Learning-based Performance Estimation and Adaptive Selection of Pareto-Optimal Compiler Optimization Sequences


Dec 11, 2020
Alessio Colucci, Dávid Juhász, Martin Mosbeck, Alberto Marchisio, Semeen Rehman, Manfred Kreutzer, Guenther Nadbath, Axel Jantsch, Muhammad Shafique

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

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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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DESCNet: Developing Efficient Scratchpad Memories for Capsule Network Hardware


Oct 12, 2020
Alberto Marchisio, Vojtech Mrazek, Muhammad Abdullah Hanif, Muhammad Shafique

* Accepted for publication at the IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems 

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NASCaps: A Framework for Neural Architecture Search to Optimize the Accuracy and Hardware Efficiency of Convolutional Capsule Networks


Aug 19, 2020
Alberto Marchisio, Andrea Massa, Vojtech Mrazek, Beatrice Bussolino, Maurizio Martina, Muhammad Shafique

* To appear at the IEEE/ACM International Conference on Computer-Aided Design (ICCAD '20), November 2-5, 2020, Virtual Event, USA 

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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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Q-CapsNets: A Specialized Framework for Quantizing Capsule Networks


Apr 17, 2020
Alberto Marchisio, Beatrice Bussolino, Alessio Colucci, Maurizio Martina, Guido Masera, Muhammad Shafique

* Accepted for publication at Design Automation Conference 2020 (DAC 2020) 

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ReD-CaNe: A Systematic Methodology for Resilience Analysis and Design of Capsule Networks under Approximations


Dec 02, 2019
Alberto Marchisio, Vojtech Mrazek, Muhammad Abudllah Hanif, Muhammad Shafique

* To appear at the 23rd Design, Automation and Test in Europe (DATE 2020). Grenoble, France 

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X-TrainCaps: Accelerated Training of Capsule Nets through Lightweight Software Optimizations


May 24, 2019
Alberto Marchisio, Beatrice Bussolino, Alessio Colucci, Muhammad Abdullah Hanif, Maurizio Martina, Guido Masera, Muhammad Shafique


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CapStore: Energy-Efficient Design and Management of the On-Chip Memory for CapsuleNet Inference Accelerators


Apr 12, 2019
Alberto Marchisio, Muhammad Abdullah Hanif, Mohammad Taghi Teimoori, Muhammad Shafique


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SNN under Attack: are Spiking Deep Belief Networks vulnerable to Adversarial Examples?


Feb 04, 2019
Alberto Marchisio, Giorgio Nanfa, Faiq Khalid, Muhammad Abdullah Hanif, Maurizio Martina, Muhammad Shafique


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CapsAttacks: Robust and Imperceptible Adversarial Attacks on Capsule Networks


Jan 28, 2019
Alberto Marchisio, Giorgio Nanfa, Faiq Khalid, Muhammad Abdullah Hanif, Maurizio Martina, Muhammad Shafique


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