Publications

Shows all publications by members of the Institute of Computer Engineering.

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B. Prabakaran, V. Mrazek, Z. Vasicek, L. Sekanina, M. Shafique: ApproxFPGAs: Embracing ASIC-Based Approximate Arithmetic Components for FPGA-Based Systems
2020 57th ACM/IEEE Design Automation Conference (DAC), San Fransisco, USA (Virtual); in: Proceedings of 2020 57th ACM/IEEE Design Automation Conference (DAC), IEEE, 2020, ISSN: 0738-100x, p. 1 - 6
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B. Prabakaran, A. Jimenez, G. Martinez, M. Shafique: EMAP: A Cloud-Edge Hybrid Framework for EEG Monitoring and Cross-Correlation Based Real-time Anomaly Prediction
2020 57th ACM/IEEE Design Automation Conference (DAC), San Fransisco, USA; in: Proceedings of 2020 57th ACM/IEEE Design Automation Conference (DAC), IEEE, 2020, ISSN: 0738-100x, p. 1 - 6
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A. Colucci, A. Marchisio, B. Bussolino, V. Mrazek, M. Martina, G. Masera, M. Shafique: A Fast Design Space Exploration Framework for the Deep Learning Accelerators: Work-in-Progress
2020 International Conference on Hardware/Software Codesign and System Synthesis (CODES+ ISSS), Virtual Conference; in: Proceedings of 2020 International Conference on Hardware/Software Codesign and System Synthesis (CODES+ ISSS), IEEE, 2020, p. 1 - 3
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A. Colucci, A. Marchisio, B. Bussolino, V. Mrazek, M. Martina, G. Masera, M. Shafique: A Fast Design Space Exploration Framework for the Deep Learning Accelerators: Work-in-Progress
2020 International Conference on Hardware/Software Codesign and System Synthesis (CODES+ ISSS), Virtual Conference; in: Proceedings of 2020 International Conference on Hardware/Software Codesign and System Synthesis (CODES+ ISSS), IEEE, 2020, p. 1 - 3
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A. Marchisio, G. Nanfa, F. Khalid, M. Hanif, M. Martina, M. Shafique: Is Spiking Secure? A Comparative Study on the Security Vulnerabilities of Spiking and Deep Neural Networks
2020 International Joint Conference on Neural Networks (IJCNN), Glasgow, UK; in: Proceedings of 2020 International Joint Conference on Neural Networks (IJCNN), IEEE, 2020, ISBN: 978-1-7281-6926-2, p. 1 - 8
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A. Marchisio, B. Bussolino, A. Colucci, M. Hanif, M. Martina, G. Masera, M. Shafique: FasTrCaps: An Integrated Framework for Fast yet Accurate Training of Capsule Networks
2020 International Joint Conference on Neural Networks (IJCNN), Glasgow, UK; in: Proceedings of 2020 International Joint Conference on Neural Networks (IJCNN), IEEE, 2020, ISBN: 978-1-7281-6926-2, p. 1 - 8
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R. Massa, A. Marchisio, M. Martina, M. Shafique: An Efficient Spiking Neural Network for Recognizing Gestures with a DVS Camera on the Loihi Neuromorphic Processor
2020 International Joint Conference on Neural Networks (IJCNN), Glasgow, UK; in: Proceedings of 2020 International Joint Conference on Neural Networks (IJCNN), IEEE, 2020, ISBN: 978-1-7281-6926-2, p. 1 - 9
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V. Venceslai, A. Marchisio, I. Alouani, M. Martina, M. Shafique: NeuroAttack: Undermining Spiking Neural Networks Security through Externally Triggered Bit-Flips
2020 International Joint Conference on Neural Networks (IJCNN), Glasgow, UK; in: Proceedings of 2020 International Joint Conference on Neural Networks (IJCNN), IEEE, 2020, ISBN: 978-1-7281-6926-2, p. 1 - 8
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A. Marchisio, A. Massa, V. Mrazek, B. Bussolino, M. Martina, M. Shafique: NASCaps: A Framework for Neural Architecture Search to Optimize the Accuracy and Hardware Efficiency of Convolutional Capsule Networks
2020 IEEE/ACM International Conference On Computer Aided Design (ICCAD), Virtual Conference; in: Proceedings of 2020 IEEE/ACM International Conference On Computer Aided Design (ICCAD), IEEE, 2020, p. 1 - 9
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A. Marchisio, V. Mrazek, M. Hanif, M. Shafique: ReD-CaNe: A Systematic Methodology for Resilience Analysis and Design of Capsule Networks under Approximations
2020 Design, Automation & Test in Europe Conference & Exhibition (DATE), Grenoble, France; in: Proceedings of 2020 Design, Automation & Test in Europe Conference & Exhibition (DATE), IEEE, 2020, ISBN: 978-3-9819263-4-7, p. 1205 - 1210
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A. Marchisio, B. Bussolino, A. Colucci, M. Martina, G. Masera, M. Shafique: Q-CapsNets: A Specialized Framework for Quantizing Capsule Networks
2020 57th ACM/IEEE Design Automation Conference (DAC), San Fransisco, USA (Virtual); in: Proceedings of 2020 57th ACM/IEEE Design Automation Conference (DAC), IEEE, 2020, ISSN: 0738-100x, p. 1 - 6
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M. Hanif, L. Hoang, M. Shafique: Cross-Layer Approaches for Improving the Dependability of Deep Learning Systems
2020 23th International Workshop on Software and Compilers for Embedded Systems (SCOPES), St. Goar, Germany; in: Proceedings of the 2020 23th International Workshop on Software and Compilers for Embedded Systems (SCOPES), ACM, 2020, p. 78 - 81
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M. Hanif, M. Shafique: Dependable Deep Learning: Towards Cost-Efficient Resilience of Deep Neural Network Accelerators against Soft Errors and Permanent Faults
2020 IEEE 26th International Symposium on On-Line Testing and Robust System Design (IOLTS), Napoli, Italy; in: Proceedings of 2020 IEEE 26th International Symposium on On-Line Testing and Robust System Design (IOLTS), IEEE, 2020, ISBN: 978-1-7281-8187-5, p. 1 - 4
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M. Hanif, R. Hafiz, O. Hasan, M. Shafique: PEMACx: A Probabilistic Error Analysis Methodology for Adders with Cascaded Approximate Units
2020 57th ACM/IEEE Design Automation Conference (DAC), San Fransisco, USA (Virtual); in: Proceedings of 2020 57th ACM/IEEE Design Automation Conference (DAC), IEEE, 2020, ISSN: 0738-100x, p. 1 - 6
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Z. Yahya, M. Hassan, S. Younis, M. Shafique: Probabilistic Analysis of Targeted Attacks Using Transform-Domain Adversarial Examples
IEEE Access, 8 (2020), p. 33855 - 33869
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V. Rathore, V. Chaturvedi, A. K. Singh, T. Srikanthan, M. Shafique: Longevity Framework: Leveraging Online Integrated Aging-Aware Hierarchical Mapping and VF-Selection for Lifetime Reliability Optimization in Manycore Processors
IEEE Transactions on Computers, Early Access (2020), p. 1 - 14
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M. Shafique, M. Naseer, T. Theocharides, C. Kyrkou, O. Mutlu, L. Orosa, J. Choi: Robust Machine Learning Systems: Challenges,Current Trends, Perspectives, and the Road Ahead
Ieee Design & Test, 37 (2020), p. 30 - 57
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M. Ansari, M. Salehi, S. Safari, A. Ejlali, M. Shafique: Peak-Power-Aware Primary-Backup Technique for Efficient Fault-Tolerance in Multicore Embedded Systems
IEEE Access, 8 (2020), p. 142843 - 142857
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M. Riaz, R. Hafiz, S. Khaliq, M. Faisal, H. Iqbal, M. Ali, M. Shafique: CAxCNN: Towards the Use of Canonic Sign Digit Based Approximation for Hardware-Friendly Convolutional Neural Networks
IEEE Access, 8 (2020), p. 127014 - 127021
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T. Nomani, M. Mohsin, Z. Pervaiz, M. Shafique: xUAVs: Towards Efficient Approximate Computing for UAVs-Low Power Approximate Adders With Single LUT Delay for FPGA-Based Aerial Imaging Optimization
IEEE Access, 8 (2020), p. 102982 - 102996
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