| 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 | 24 | 2020 |
| enpheeph: A fault injection framework for spiking and compressed deep neural networks A Colucci, A Steininger, M Shafique 2022 IEEE/RSJ International Conference on Intelligent Robots and Systems …, 2022 | 16 | 2022 |
| 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 | 12 | 2020 |
| X-traincaps: accelerated training of capsule nets through lightweight software optimizations A Marchisio, B Bussolino, A Colucci, MA Hanif, M Martina, G Masera, ... arXiv preprint arXiv:1905.10142, 2019 | 11 | 2019 |
| Neurounlock: Unlocking the architecture of obfuscated deep neural networks MM Ahmadi, L Alrahis, A Colucci, O Sinanoglu, M Shafique 2022 International Joint Conference on Neural Networks (IJCNN), 01-10, 2022 | 9 | 2022 |
| MLComp: A methodology for machine learning-based performance estimation and adaptive selection of Pareto-optimal compiler optimization sequences A Colucci, D Juhász, M Mosbeck, A Marchisio, S Rehman, M Kreutzer, ... 2021 Design, Automation & Test in Europe Conference & Exhibition (DATE), 108-113, 2021 | 7 | 2021 |
| RobCaps: evaluating the robustness of capsule networks against affine transformations and adversarial attacks A Marchisio, A De Marco, A Colucci, M Martina, M Shafique 2023 International Joint Conference on Neural Networks (IJCNN), 1-9, 2023 | 5 | 2023 |
| 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 | 4 | 2020 |
| ISimDL: Importance Sampling-Driven Acceleration of Fault Injection Simulations for Evaluating the Robustness of Deep Learning A Colucci, A Steininger, M Shafique arXiv preprint arXiv:2303.08035, 2023 | 3 | 2023 |
| NeuroUnlock: Unlocking the Architecture of Obfuscated Deep Neural Networks M Morid Ahmadi, L Alrahis, A Colucci, O Sinanoglu, M Shafique arXiv e-prints, arXiv: 2206.00402, 2022 | 1 | 2022 |
| SBanTEM: A Novel Methodology for Sparse Band Tensors as Soft-Error Mitigation in Sparse Convolutional Neural Networks A Colucci, A Steininger, M Shafique 2024 IEEE 30th International Symposium on On-Line Testing and Robust System …, 2024 | | 2024 |
| EISFINN: On the Role of Efficient Importance Sampling in Fault Injection Campaigns for Neural Network Robustness Analysis A Colucci, A Steininger, M Shafique 2024 IEEE 30th International Symposium on On-Line Testing and Robust System …, 2024 | | 2024 |
| Hardware and Software Optimizations for Capsule Networks A Marchisio, B Bussolino, A Colucci, V Mrazek, MA Hanif, M Martina, ... Embedded Machine Learning for Cyber-Physical, IoT, and Edge Computing …, 2023 | | 2023 |
| Towards Transient Fault Mitigation Techniques Optimized for Compressed Neural Networks A Colucci 2023 53rd Annual IEEE/IFIP International Conference on Dependable Systems …, 2023 | | 2023 |
| Software-and Hardware-Level Optimizations for Fast Training of Capsule Networks A Colucci Politecnico di Torino, 2019 | | 2019 |
| 2023 53rd Annual IEEE/IFIP International Conference on Dependable Systems and Networks-Supplemental Volume (DSN-S)| 979-8-3503-2545-4/23/$31.00© 2023 IEEE| DOI: 10.1109/DSN … UK Agarwal, A Al-Mamun, L Alrahis, PC Amusuo, K Anderson, P Antunes, ... | | |
| Additional Reviewers DSD 2020 RV Achmad, R Afonso, A Agrawal, D Basuroy, M Brohet, B Bussolino, ... | | |
Muhammad ShafiqueProfessor, ECE, New York University (AD-UAE, Tandon-USA), Director eBRAIN LabVerifierad e-postadress på nyu.edu