Muhammad Abdullah Hanif
Muhammad Abdullah Hanif
Ph.D. Scholar, Vienna University of Technology
Verified email at seecs.edu.pk
Title
Cited by
Cited by
Year
An overview of next-generation architectures for machine learning: Roadmap, opportunities and challenges in the IoT era
M Shafique, T Theocharides, CS Bouganis, MA Hanif, F Khalid, R Hafız, ...
2018 Design, Automation & Test in Europe Conference & Exhibition (DATE), 827-832, 2018
472018
QuAd: Design and analysis of quality-area optimal low-latency approximate adders
MA Hanif, R Hafiz, O Hasan, M Shafique
Proceedings of the 54th Annual Design Automation Conference 2017, 1-6, 2017
302017
Error resilience analysis for systematically employing approximate computing in convolutional neural networks
MA Hanif, R Hafiz, M Shafique
2018 Design, Automation & Test in Europe Conference & Exhibition (DATE), 913-916, 2018
272018
Robust machine learning systems: Reliability and security for deep neural networks
MA Hanif, F Khalid, RVW Putra, S Rehman, M Shafique
2018 IEEE 24th International Symposium on On-Line Testing And Robust System …, 2018
242018
Area-optimized low-latency approximate multipliers for FPGA-based hardware accelerators
S Ullah, S Rehman, BS Prabakaran, F Kriebel, MA Hanif, M Shafique, ...
Proceedings of the 55th Annual Design Automation Conference, 1-6, 2018
212018
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
autoAx: An automatic design space exploration and circuit building methodology utilizing libraries of approximate components
V Mrazek, MA Hanif, Z Vasicek, L Sekanina, M Shafique
2019 56th ACM/IEEE Design Automation Conference (DAC), 1-6, 2019
172019
Building robust machine learning systems: Current progress, research challenges, and opportunities
JJ Zhang, K Liu, F Khalid, MA Hanif, S Rehman, T Theocharides, A Artussi, ...
Proceedings of the 56th Annual Design Automation Conference 2019, 1-4, 2019
172019
ALWANN: Automatic layer-wise approximation of deep neural network accelerators without retraining
V Mrazek, Z Vasicek, L Sekanina, MA Hanif, M Shafique
arXiv preprint arXiv:1907.07229, 2019
162019
SquASH: Approximate square-accumulate with self-healing
GA Gillani, MA Hanif, M Krone, SH Gerez, M Shafique, ABJ Kokkeler
IEEE Access 6, 49112-49128, 2018
152018
FAdeML: understanding the impact of pre-processing noise filtering on adversarial machine learning
F Khalid, MA Hanif, S Rehman, J Qadir, M Shafique
2019 Design, Automation & Test in Europe Conference & Exhibition (DATE), 902-907, 2019
142019
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
DeMAS: An efficient design methodology for building approximate adders for FPGA-based systems
BS Prabakaran, S Rehman, MA Hanif, S Ullah, G Mazaheri, A Kumar, ...
2018 Design, Automation & Test in Europe Conference & Exhibition (DATE), 917-920, 2018
142018
Security for machine learning-based systems: Attacks and challenges during training and inference
F Khalid, MA Hanif, S Rehman, M Shafique
2018 International Conference on Frontiers of Information Technology (FIT …, 2018
132018
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
TrISec: training data-unaware imperceptible security attacks on deep neural networks
F Khalid, MA Hanif, S Rehman, R Ahmed, M Shafique
2019 IEEE 25th International Symposium on On-Line Testing and Robust System …, 2019
122019
RED-Attack: Resource efficient decision based attack for machine learning
F Khalid, H Ali, MA Hanif, S Rehman, R Ahmed, M Shafique
arXiv preprint arXiv:1901.10258, 2019
122019
Ft-clipact: Resilience analysis of deep neural networks and improving their fault tolerance using clipped activation
LH Hoang, MA Hanif, M Shafique
2020 Design, Automation & Test in Europe Conference & Exhibition (DATE …, 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
Mpna: a massively-parallel neural array accelerator with dataflow optimization for convolutional neural networks
MA Hanif, RVW Putra, M Tanvir, R Hafiz, S Rehman, M Shafique
arXiv preprint arXiv:1810.12910, 2018
112018
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