Alberto Marchisio
Alberto Marchisio
Embedded Computing Systems, Institute of Computer Engineering, TU Wien
Verified email at tuwien.ac.at
Title
Cited by
Cited by
Year
Deep learning for edge computing: Current trends, cross-layer optimizations, and open research challenges
A Marchisio, MA Hanif, F Khalid, G Plastiras, C Kyrkou, T Theocharides, ...
2019 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), 553-559, 2019
182019
Capsacc: An efficient hardware accelerator for capsulenets with data reuse
A Marchisio, MA Hanif, M Shafique
2019 Design, Automation & Test in Europe Conference & Exhibition (DATE), 964-967, 2019
142019
X-DNNs: Systematic cross-layer approximations for energy-efficient deep neural networks
MA Hanif, A Marchisio, T Arif, R Hafiz, S Rehman, M Shafique
Journal of Low Power Electronics 14 (4), 520-534, 2018
132018
An updated survey of efficient hardware architectures for accelerating deep convolutional neural networks
M Capra, B Bussolino, A Marchisio, M Shafique, G Masera, M Martina
Future Internet 12 (7), 113, 2020
112020
Capsattacks: Robust and imperceptible adversarial attacks on capsule networks
A Marchisio, G Nanfa, F Khalid, MA Hanif, M Martina, M Shafique
arXiv preprint arXiv:1901.09878, 2019
112019
Is spiking secure? a comparative study on the security vulnerabilities of spiking and deep neural networks
A Marchisio, G Nanfa, F Khalid, MA Hanif, M Martina, M Shafique
2020 International Joint Conference on Neural Networks (IJCNN), 1-8, 2020
8*2020
An efficient spiking neural network for recognizing gestures with a dvs camera on the loihi neuromorphic processor
R Massa, A Marchisio, M Martina, M Shafique
arXiv preprint arXiv:2006.09985, 2020
82020
Prunet: Class-blind pruning method for deep neural networks
A Marchisio, MA Hanif, M Martina, M Shafique
2018 International Joint Conference on Neural Networks (IJCNN), 1-8, 2018
82018
Red-cane: A systematic methodology for resilience analysis and design of capsule networks under approximations
A Marchisio, V Mrazek, MA Hanif, M Shafique
2020 Design, Automation & Test in Europe Conference & Exhibition (DATE …, 2020
72020
Fastrcaps: An integrated framework for fast yet accurate training of capsule networks
A Marchisio, B Bussolino, A Colucci, MA Hanif, M Martina, G Masera, ...
2020 International Joint Conference on Neural Networks (IJCNN), 1-8, 2020
6*2020
A methodology for automatic selection of activation functions to design hybrid deep neural networks
A Marchisio, MA Hanif, S Rehman, M Martina, M Shafique
arXiv preprint arXiv:1811.03980, 2018
62018
Q-capsnets: A specialized framework for quantizing capsule networks
A Marchisio, B Bussolino, A Colucci, M Martina, G Masera, M Shafique
2020 57th ACM/IEEE Design Automation Conference (DAC), 1-6, 2020
52020
Neuroattack: Undermining spiking neural networks security through externally triggered bit-flips
V Venceslai, A Marchisio, I Alouani, M Martina, M Shafique
2020 International Joint Conference on Neural Networks (IJCNN), 1-8, 2020
42020
Capstore: Energy-efficient design and management of the on-chip memory for capsulenet inference accelerators
A Marchisio, MA Hanif, MT Teimoori, M Shafique
arXiv preprint arXiv:1902.01151, 2019
42019
NASCaps: A framework for neural architecture search to optimize the accuracy and hardware efficiency of convolutional capsule networks
A Marchisio, A Massa, V Mrazek, B Bussolino, M Martina, M Shafique
2020 IEEE/ACM International Conference On Computer Aided Design (ICCAD), 1-9, 2020
32020
Hardware and software optimizations for accelerating deep neural networks: Survey of current trends, challenges, and the road ahead
M Capra, B Bussolino, A Marchisio, G Masera, M Martina, M Shafique
IEEE Access 8, 225134-225180, 2020
12020
DESCNet: Developing Efficient Scratchpad Memories for Capsule Network Hardware
A Marchisio, V Mrazek, MA Hanif, M Shafique
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2020
12020
A Fast Design Space Exploration Framework for the Deep Learning Accelerators: Work-in-Progress
A Colucci, A Marchisio, B Bussolino, V Mrazek, M Martina, G Masera, ...
2020 International Conference on Hardware/Software Codesign and System …, 2020
12020
HW/SW co-design and co-optimizations for deep learning
A Marchisio, RVW Putra, MA Hanif, M Shafique
Proceedings of the Workshop on INTelligent Embedded Systems Architectures …, 2018
12018
Securing Deep Spiking Neural Networks against Adversarial Attacks through Inherent Structural Parameters
R El-Allami, A Marchisio, M Shafique, I Alouani
arXiv preprint arXiv:2012.05321, 2020
2020
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Articles 1–20