| 2024 | IOLTS | SBanTEM: A Novel Methodology for Sparse Band Tensors as Soft-Error Mitigation in Sparse Convolutional Neural Networks. | Alessio Colucci, Andreas Steininger, Muhammad Shafique |
| 2024 | IOLTS | EISFINN: On the Role of Efficient Importance Sampling in Fault Injection Campaigns for Neural Network Robustness Analysis. | Alessio Colucci, Andreas Steininger, Muhammad Shafique |
| 2023 | DSN | Towards Transient Fault Mitigation Techniques Optimized for Compressed Neural Networks. | Alessio Colucci |
| 2023 | IJCNN | RobCaps: Evaluating the Robustness of Capsule Networks against Affine Transformations and Adversarial Attacks. | Alberto Marchisio, Antonio De Marco, Alessio Colucci, Maurizio Martina, Muhammad Shafique |
| 2022 | IJCNN | NeuroUnlock: Unlocking the Architecture of Obfuscated Deep Neural Networks. | Mahya Morid Ahmadi, Lilas Alrahis, Alessio Colucci, Ozgur Sinanoglu, Muhammad Shafique |
| 2022 | IROS | enpheeph: A Fault Injection Framework for Spiking and Compressed Deep Neural Networks. | Alessio Colucci, Andreas Steininger, Muhammad Shafique |
| 2021 | DATE | MLComp: A Methodology for Machine Learning-based Performance Estimation and Adaptive Selection of Pareto-Optimal Compiler Optimization Sequences. | Alessio Colucci, Dvid Juhsz, Martin Mosbeck, Alberto Marchisio, Semeen Rehman, Manfred Kreutzer, Gnther Nadbath, Axel Jantsch, Muhammad Shafique |
| 2020 | DAC | Q-CapsNets: A Specialized Framework for Quantizing Capsule Networks. | Alberto Marchisio, Beatrice Bussolino, Alessio Colucci, Maurizio Martina, Guido Masera, Muhammad Shafique |
| 2020 | IJCNN | FasTrCaps: An Integrated Framework for Fast yet Accurate Training of Capsule Networks. | Alberto Marchisio, Beatrice Bussolino, Alessio Colucci, Muhammad Abdullah Hanif, Maurizio Martina, Guido Masera, Muhammad Shafique |