Publications

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Conference Papers

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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D. Etz, T. Frühwirth, W. Kastner: Flexible Safety Systems for Smart Manufacturing
25th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA), Vienna, Austria; in: Proceedings of 25th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA), 2020, p. 1123 - 1126
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E. Kyriakakis, J. Sparso, P. Puschner, M. Schoeberl: Synchronizing Real-Time Tasks in Time-Aware Networks: Work-in-Progress
2020 International Conference on Embedded Software (EMSOFT), Singapur; in: 2020 International Conference on Embedded Software (EMSOFT), ACM, 2020, ISBN: 978-1-7281-9196-6, p. 15 - 17
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T. Trautner, I. Ayatollahi, D. Strutzenberger, T. Frühwirth, F. Pauker, B. Kittl: Behavioral modeling of manufacturing skills in OPC UA for automated execution by an independent cell controller
14th CIRP Conference on Intelligent Computation in Manufacturing Engineering, Gulf of Naples, Italy; in: Procedia CIRP, 2020; 6 pages
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U. Mehmood, S. Roy, R. Grosu, S. Smolka, S. Stoller, A. Tiwari: Neural Flocking: MPC-based Supervised Learning of Flocking Controllers
FoSSaCS: International Conference on Foundations of Software Science and Computation Structures, virtuell; in: Neural Flocking: MPC-based Supervised Learning of Flocking Controllers, Springer, . (2020), ISBN: 978-3-030-45231-5, p. 1 - 16
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D. Phan, R. Grosu, N. Jansen, N. Paoletti, S. Smolka, S. Stoller: Neural simplex architecture
NASA Formal Methods (NFM), virtuell; in: Neural simplex architecture, Springer, . (2020), ISBN: 978-3-030-55754-6, p. 97 - 114
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D. Fellner: Data Driven Detection of Malfunctions in Power Systems
9th DACH+ Conference on Energy Informatics, virtuelle; in: Proceedings 9th DACH+ Conference on Energy Informatics, 2020, p. 1 - 4
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M. Wurzenberger, G. Höld, M. Landauer, F. Skopic, W. Kastner: Creating Character-based Templates for Log Data to EnableSecurity Event Classification
15th ACM ASIA Conference on Computer and Communications Security, Taipei, Taiwan; in: Proceedings 15th ACM ASIA Conference on Computer and Communications Security, 2020, p. 141 - 152
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B. Heinzl, W. Kastner: A general variable neighborhood search for simulation-based energy-aware flow shop scheduling
2020 Summer Simulation Conference, online; in: Proceedings of the 2020 Summer Simulation Conference, 2020, ISBN: 978-1-71381-429-0, p. 1 - 12
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D. Widhalm, K. Göschka, W. Kastner: SoK: a taxonomy for anomaly detection in wireless sensor networks focused on node-level techniques
ARES'20: 15th International Conference on Availability, Reliability and Security, Dublin, Ireland; in: ARES'20: Proceedings of the 15th International Conference on Availability, Reliability and Security, 2020, p. 1 - 10
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D. Etz, H. Brantner, W. Kastner: Smart Manufacturing Retrofit for Brownfield Systems
International Conference on Industry 4.0 and Smart Manufacturing, Rende, Italy; in: Procedia Manufacturing, 2019, p. 327 - 332
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