Publications

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Conference Papers

M. El Sadany, C. Schmittner, W. Kastner: Assuring compliance with protection profiles with ThreatGet
SAFECOMP, Turku, Finland; in: Dependable Smart Embedded Cyber-Physical Systems and Systems-of-Systems, 2019, p. 1 - 12
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N. TaheriNejad, P. Lewis, A. Jantsch, A. Rahmani, L. Esterle: Resource Constrained Self-Aware Cyber-Physical Systems (Tutorial)
2019 IEEE 4th International Workshops on Foundations and Applications of Self* Systems (FAS*W), IEEE, Umea, 2019, ISBN: 978-1-7281-2406-3, p. 259 - 260
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A. Marchisio, G. Nanfa, M. Martina, M. Shafique: Security Vulnerabilities of Deep, Capsule and Spiking Neural Networks against Adversarial Attacks
IEEE International Workshop on Robust and Trustworthy Machine Learning (RTML) 2019, Washington DC, USA; in: Proceedings of IEEE International Workshop on Robust and Trustworthy Machine Learning (RTML) 2019, 2019, p. 1 - 4
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A. Marchisio, G. Nanfa, F. Khalid, M. Hanif, M. Martina, M. Shafique: CapsAttacks: Robust and Imperceptible Adversarial Attacks on Capsule Networks
ICML Workshop on Uncertainty and Robustness in Deep Learning (UDL) 2019, Long Beach, USA; in: Proceedings of Workshop on Uncertainty and Robustness in Deep Learning (UDL) 2019 at ICML'19, 2019, p. 1 - 9
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J. Zang, K. Liu, F. Khalid, M. Hanif, S. Rehman, T. Theocharides, A. Artussi, M. Shafique, S. Garg: INVITED: Building Robust Machine Learning Systems: Current Progress, Research Challenges, and Opportunities
2019 56th ACM/IEEE Design Automation Conference (DAC), Las Vegas, USA; in: Proceeding of 2019 56th ACM/IEEE Design Automation Conference (DAC'19), IEEE, 2019, ISBN: 978-1-4503-6725-7, p. 1 - 4
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V. Mrazek, Z. Vasicek, L. Sekanina, M. Hanif, M. Shafique: ALWANN: Automatic Layer-Wise Approximation of Deep Neural Network Accelerators without Retraining
2019 IEEE/ACM International Conference on Computer-Aided Design (ICCAD), Westminster, USA; in: Proceeding of 2019 IEEE/ACM International Conference on Computer-Aided Design (ICCAD'19), IEEE, 2019, ISBN: 978-1-7281-2350-9, p. 1 - 8
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M. Hanif, M. Akbar, R. Ahmed, S. Rehman, A. Jantsch, M. Shafique: MemGANs: Memory Management for Energy-Efficient Acceleration of Complex Computations in Hardware Architectures for Generative Adversarial Networks
2019 IEEE/ACM International Symposium on Low Power Electronics and Design (ISLPED), Lausanne, Switzerland; in: Proceeding of 2019 IEEE/ACM International Symposium on Low Power Electronics and Design (ISLPED'19), IEEE, 2019, ISBN: 978-1-7281-2954-9, p. 1 - 6
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F. Khalid, M. Hanif, S. Rehman, R. Ahmed, M. Shafique: TrISec: Training Data-Unaware Imperceptible Security Attacks on Deep Neural Networks
2019 IEEE 25th International Symposium on On-Line Testing and Robust System Design (IOLTS), Rhodes, Greece; in: Proceeding of 2019 IEEE 25th International Symposium on On-Line Testing and Robust System Design (IOLTS'19), IEEE, 2019, ISBN: 978-1-7281-2490-2, p. 188 - 193
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F. Khalid, H. Ali, H. Tariq, M. Hanif, S. Rehman, R. Ahmed, M. Shafique: QuSecNets: Quantization-based Defense Mechanism for Securing Deep Neural Network against Adversarial Attacks
2019 IEEE 25th International Symposium on On-Line Testing and Robust System Design (IOLTS), Rhodes, Greece; in: Proceeding of 2019 IEEE 25th International Symposium on On-Line Testing and Robust System Design (IOLTS'19), IEEE, 2019, ISBN: 978-1-7281-2490-2, p. 182 - 187
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V. Rathore, V. Chaturvedi, A. K. Singh, T. Srikanthan, M. Shafique: Towards Scalable Lifetime Reliability Management for Dark Silicon Manycore Systems
2019 IEEE 25th International Symposium on On-Line Testing and Robust System Design (IOLTS), Rhodes, Greece; in: Proceeding of 2019 IEEE 25th International Symposium on On-Line Testing and Robust System Design (IOLTS'19), IEEE, 2019, ISBN: 978-1-7281-2490-2, p. 204 - 207
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F. Kriebel, S. Rehman, M. Shafique: Studying Aging and Soft Error Mitigation Jointly under Constrained Scenarios in Multi-Cores
2019 IEEE 25th International Symposium on On-Line Testing and Robust System Design (IOLTS), Rhodes, Greece; in: Proceeding of 2019 IEEE 25th International Symposium on On-Line Testing and Robust System Design (IOLTS'19), IEEE, 2019, ISBN: 978-1-7281-2490-2, p. 139 - 142
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A. Marchisio, M. Hanif, F. Khalid, G. Plastiras, C. Kyrkou, T. Theocharides, M. Shafique: Deep Learning for Edge Computing: Current Trends, Cross-Layer Optimizations, and Open Research Challenges
2019 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), Miami, USA; in: Proceeding of 2019 IEEE Computer Society Annual Symposium on VLSI (ISVLSI'19), IEEE, 2019, ISBN: 978-1-7281-3391-1, p. 553 - 559
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V. Rathore, V. Chaturvedi, A. K. Singh, T. Srikanthan, M. Shafique: Life Guard: A Reinforcement Learning-Based Task Mapping Strategy for Performance-Centric Aging Managemen
2019 56th ACM/IEEE Design Automation Conference (DAC), Las Vegas, USA; in: Proceedings of 2019 56th ACM/IEEE Design Automation Conference (DAC), IEEE, 2019, ISBN: 978-1-4503-6725-7, p. 1 - 6
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B. Prabakaran, S. Rehman, M. Shafique: XBioSiP: A Methodology for Approximate Bio-Signal Processing at the Edge
2019 56th ACM/IEEE Design Automation Conference (DAC), Las Vegas, USA; in: Proceedings of 2019 56th ACM/IEEE Design Automation Conference (DAC), IEEE, 2019, ISBN: 978-1-4503-6725-7, p. 1 - 6
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M. Hanif, F. Khalid, M. Shafique: CANN: Curable Approximations for High-Performance Deep Neural Network Accelerators
2019 56th ACM/IEEE Design Automation Conference (DAC), Las Vegas, USA; in: Proceedings of 2019 IEEE/ACM Design, Automation and Test in Europe Conference (DATE), IEEE, 2019, ISBN: 978-1-4503-6725-7, p. 1 - 6
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V. Mrazek, M. Hanif, Z. Vasicek, L. Sekanina, M. Shafique: autoAx: An Automatic Design Space Exploration and Circuit Building Methodology utilizing Libraries of Approximate Components
2019 56th ACM/IEEE Design Automation Conference (DAC), Las Vegas, USA; in: Proceedings of 2019 56th ACM/IEEE Design Automation Conference (DAC), IEEE, 2019, ISBN: 978-1-4503-6725-7, p. 1 - 6
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F. Khalid, M. Hanif, S. Rehman, J. Qadir, M. Shafique: FAdeML: Understanding the Impact of Pre-Processing Noise Filtering on Adversarial Machine Learning
2019 IEEE/ACM Design, Automation and Test in Europe Conference (DATE'19), Florence, Italy; in: Proceedings of 2019 IEEE/ACM Design, Automation and Test in Europe Conference (DATE), IEEE, 2019, ISBN: 978-3-9819263-2-3, p. 902 - 907
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A. Marchisio, M. Hanif, M. Shafique: CapsAcc: An Efficient Hardware Accelerator for CapsuleNets with Data Reuse
2019 IEEE/ACM Design, Automation and Test in Europe Conference (DATE'19), Florence, Italy; in: Proceedings of 2019 IEEE/ACM Design, Automation and Test in Europe Conference (DATE), IEEE, 2019, ISBN: 978-3-9819263-2-3, p. 964 - 967
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M. Brandalero, M. Shafique, L. Carro, A. C. S. Beck: TransRec: Improving Adaptability in Single-ISA Heterogeneous Systems with Transparent and Reconfigurable Acceleration
2019 IEEE/ACM Design, Automation and Test in Europe Conference (DATE'19), Florence, Italy; in: Proceedings of 2019 IEEE/ACM Design, Automation and Test in Europe Conference (DATE), IEEE, 2019, ISBN: 978-3-9819263-2-3, p. 582 - 585
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I. H. Abbassi, F. Khalid, S. Rehman, A. M. Kamboh, A. Jantsch, S. Garg, M. Shafique: TrojanZero: Switching Activity-Aware Design of Undetectable Hardware Trojans with Zero Power and Area Footprint
2019 IEEE/ACM Design, Automation and Test in Europe Conference (DATE'19), Florence, Italy; in: Proceedings of 2019 IEEE/ACM Design, Automation and Test in Europe Conference (DATE), IEEE, 2019, ISBN: 978-3-9819263-2-3, p. 914 - 919
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