Achievements
Alessio Colucci
- DAC 2020 Young Fellow Award
- Presented the paper “enpheeph: A Fault Injection Framework for Spiking and Compressed Deep Neural Networks” at “2022 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)” in Kyoto, Japan from 23 to 27 October 2022
- PhD Forum @ DSN2023 (with travel grant), ICCAD2023
- DATE2024 Young People Programme + Travel Grant
- Research Visit (2 months) @ INRIA, Rennes, France
- Internship (5 months) @ AMD, Cologne, Germany
Publications
[1] A. Colucci, A. Steininger, and M. Shafique, “enpheeph: A Fault Injection Framework for Spiking and Compressed Deep Neural Networks,” in 2022 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Oct. 2022, pp. 5155–5162. doi: 10.1109/IROS47612.2022.9982181. Available: https://ieeexplore.ieee.org/abstract/document/9982181. [Accessed: Jun. 09, 2024]
[2] A. Marchisio, A. De Marco, A. Colucci, M. Martina, and M. Shafique, “RobCaps: Evaluating the Robustness of Capsule Networks against Affine Transformations and Adversarial Attacks,” in 2023 International Joint Conference on Neural Networks (IJCNN), Jun. 2023, pp. 1–9. doi: 10.1109/IJCNN54540.2023.10190994. Available: https://ieeexplore.ieee.org/abstract/document/10190994. [Accessed: Jun. 09, 2024]
[3] M. M. Ahmadi, L. Alrahis, A. Colucci, O. Sinanoglu, and M. Shafique, “NeuroUnlock: Unlocking the Architecture of Obfuscated Deep Neural Networks,” in 2022 International Joint Conference on Neural Networks (IJCNN), Jul. 2022, pp. 01–10. doi: 10.1109/IJCNN55064.2022.9892545. Available: https://ieeexplore.ieee.org/abstract/document/9892545. [Accessed: Jun. 09, 2024]
[4] A. Colucci et al., “MLComp: A Methodology for Machine Learning-based Performance Estimation and Adaptive Selection of Pareto-Optimal Compiler Optimization Sequences,” in 2021 Design, Automation & Test in Europe Conference & Exhibition (DATE), Feb. 2021, pp. 108–113. doi: 10.23919/DATE51398.2021.9474158. Available: https://ieeexplore.ieee.org/abstract/document/9474158. [Accessed: Jun. 09, 2024]
[5] A. Colucci, “Towards Transient Fault Mitigation Techniques Optimized for Compressed Neural Networks,” in 2023 53rd Annual IEEE/IFIP International Conference on Dependable Systems and Networks – Supplemental Volume (DSN-S), Jun. 2023, pp. 211–213. doi: 10.1109/DSN-S58398.2023.00059. Available: https://ieeexplore.ieee.org/abstract/document/10206903. [Accessed: Jun. 09, 2024]
IOLTS2024 posters:
[6] A. Colucci, A. Steininger, and M. Shafique, “EISFINN: On the Role of Efficient Importance Sampling in Fault Injection Campaigns for Neural Network Robustness Analysis,” in 2024 30th IEEE International Symposium on On-Line Testing and Robust System Design (IOLTS2024), To appear in Jul. 2024
[7] A. Colucci, A. Steininger, and M. Shafique, “SBanTEM: A Novel Methodology for Sparse Band Tensors as Soft-Error Mitigation in Sparse Convolutional Neural Networks,” in 2024 30th IEEE International Symposium on On-Line Testing and Robust System Design (IOLTS2024), To appear in Jul. 2024