| 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 | 18 | 2019 |
| 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 | 14 | 2019 |
| 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 | 13 | 2018 |
| 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 | 11 | 2020 |
| 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 | 11 | 2019 |
| 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 | 8 | 2020 |
| 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 | 8 | 2018 |
| 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 | 7 | 2020 |
| 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 | 6 | 2018 |
| 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 | 5 | 2020 |
| 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 | 4 | 2020 |
| 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 | 4 | 2019 |
| 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 | 3 | 2020 |
| 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 | 1 | 2020 |
| 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 | 1 | 2020 |
| 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 | 1 | 2020 |
| 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 | 1 | 2018 |
| 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 |
Muhammad ShafiqueAssociate Professor, Electrical and Computer Engineering, New York University Abu Dhabi (NYUAD)Verified email at nyu.edu
