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Employment (1)

TU Wien: Vienna, AT

Employment
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TU Wien

Education and qualifications (2)

TU Wien: Vienna, AT

2019-09 to 2024-10 | Ph.D. (Computer Engineering)
Education
Source: Self-asserted source
Alessio Colucci

Politecnico di Torino: Turin, IT

2014-09 to 2019-10 | B.Sc. + M.Sc. (Electronics (DET))
Education
Source: Self-asserted source
Alessio Colucci

Works (8)

Hardware and Software Optimizations for Capsule Networks

Embedded Machine Learning for Cyber-Physical, IoT, and Edge Computing
2024 | Book chapter
DOI: 10.1007/978-3-031-39932-9_12
Part of ISBN: 9783031399312
Part of ISBN: 9783031399329
Contributors: Alberto Marchisio; Beatrice Bussolino; Alessio Colucci; Vojtech Mrazek; Muhammad Abdullah Hanif; Maurizio Martina; Guido Masera; Muhammad Shafique
Source: Self-asserted source
Alessio Colucci

ISimDL: Importance Sampling-Driven Acceleration of Fault Injection Simulations for Evaluating the Robustness of Deep Learning

2023 | Journal article
DOI: 10.48550/ARXIV.2303.08035
Contributors: Alessio Colucci; Andreas Steininger; Muhammad Shafique
Source: Self-asserted source
Alessio Colucci

Towards Transient Fault Mitigation Techniques Optimized for Compressed Neural Networks

2023 53rd Annual IEEE/IFIP International Conference on Dependable Systems and Networks - Supplemental Volume (DSN-S)
2023-06 | Conference abstract
DOI: 10.1109/dsn-s58398.2023.00059
Contributors: Alessio Colucci
Source: Self-asserted source
Alessio Colucci

enpheeph: A Fault Injection Framework for Spiking and Compressed Deep Neural Networks

2022 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)
2022-10-23 | Conference paper
DOI: 10.1109/iros47612.2022.9982181
Contributors: Alessio Colucci; Andreas Steininger; Muhammad Shafique
Source: Self-asserted source
Alessio Colucci

NeuroUnlock: Unlocking the Architecture of Obfuscated Deep Neural Networks

2022 International Joint Conference on Neural Networks (IJCNN)
2022-07-18 | Conference paper
DOI: 10.1109/ijcnn55064.2022.9892545
Contributors: Mahya Morid Ahmadi; Lilas Alrahis; Alessio Colucci; Ozgur Sinanoglu; Muhammad Shafique
Source: Self-asserted source
Alessio Colucci

MLComp: A Methodology for Machine Learning-based Performance Estimation and Adaptive Selection of Pareto-Optimal Compiler Optimization Sequences

2021 Design, Automation & Test in Europe Conference & Exhibition (DATE)
2021-02-01 | Conference paper
DOI: 10.23919/date51398.2021.9474158
Contributors: Alessio Colucci; David Juhasz; Martin Mosbeck; Alberto Marchisio; Semeen Rehman; Manfred Kreutzer; Gunther Nadbath; Axel Jantsch; Muhammad Shafique
Source: Self-asserted source
Alessio Colucci

FasTrCaps: An Integrated Framework for Fast yet Accurate Training of Capsule Networks

2020 International Joint Conference on Neural Networks (IJCNN)
2020-07 | Conference paper
DOI: 10.1109/ijcnn48605.2020.9207533
Contributors: Alberto Marchisio; Beatrice Bussolino; Alessio Colucci; Muhammad Abdullah Hanif; Maurizio Martina; Guido Masera; Muhammad Shafique
Source: Self-asserted source
Alessio Colucci

Q-CapsNets: A Specialized Framework for Quantizing Capsule Networks

2020 57th ACM/IEEE Design Automation Conference (DAC)
2020-07 | Conference paper
DOI: 10.1109/dac18072.2020.9218746
Contributors: Alberto Marchisio; Beatrice Bussolino; Alessio Colucci; Maurizio Martina; Guido Masera; Muhammad Shafique
Source: Self-asserted source
Alessio Colucci
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