Deliverables Open Research Data Pilot (3) Open Data Management Plan – First Update ALOHA takes part in the Pilot on Open Research Data. This report provides the data management plan, updated at the second year period. Open Data Management Plan ALOHA takes part in the Pilot on Open Research Data. This report provides the data management plan, provided at the beginning of the project. Open Data Management Plan - Final Update ALOHA takes part in the Pilot on Open Research Data. This report provides the data management plan, updated at the third and final year period. Documents, reports (25) Kick-off progress report Reports on the management activity and status of the project in the first six months. This deliverable will collect also the relevant feedback coming from the scientific and administrative meetings already organized Report on automated application partitioning and mapping Report on the research and development activities concerning the utilities converging in the ALOHA automated tool for application partitioning and mapping. This report will serve also as a lightweight form of documentation for D3.3 and D3.4 Exploitation plan - Final Update This final version of the report will describe the final plan for the exploitation of foreground. Report on automated algorithm configuration Report on the research and development activities concerning the utilities converging in the ALOHA automated algorithm configuration tool. This report will serve also as a lightweight form of documentation for D2.3 and D2.4. Plan for the dissemination and communication - First Update Updated Plan for the communication and dissemination activities during and after the project lifetime Exploitation plan – First Update Updated plan for the exploitation activities during and after the project lifetime. This midterm release is an update of the ALOHA preliminary plan. First progress and management report Reports on the management activity and status of the project in the first year. This deliverable will collect also the relevant feedback coming from the scientific and administrative meetings already organized. Report on tool flow integration - Update Updated report on the activities related with the ALOHA tool flow integration. Final progress and management report Reports on the management activity and status of the project in the third and final year. This deliverable will collect also the relevant feedback coming from the scientific and administrative meetings already organized. Report on the exploitation activities Report on the exploitation activities during the first part of the project. Report on general specifications and interface definition Report on the specification of the project tool flow, expected features of independent tools and methods under development, as well as a design of the interfaces between them. Report on automated algorithm configuration – Update Updated report on the research and development activities concerning the utilities converging in the ALOHA automated algorithm configuration tool. This report will serve also as a lightweight form of documentation for D2.3 and D2.4. Exploitation plan Plan for the exploitation activities during and after the project lifetime. This first release, at M4, will define ALOHA preliminary plan. Project quality handbook This handbook constitutes a set of project templates, on the project management process, review process, quality checks, meetings organisation, etc communicated to all partners Report on automated application partitioning and mapping – Update Updated report on the research and development activities concerning the utilities converging in the ALOHA automated tool for application partitioning and mapping. This report will serve also as a lightweight form of documentation for D3.3 and D3.4. Report on tool flow integration Report on the activities related with the ALOHA tool flow integration. Report on hardware abstraction layer techniques Report on the research and development activities concerning support for hardware abstraction layer and runtime environment for ALOHA reference computing platforms. This report will serve also as a lightweight form of documentation for D4.3 and D4.4. Plan for the dissemination and communication - Final Update The final version of the plan will describe the final plan after the project lifetime. Report on the exploitation activities - Update Report on the exploitation activities during the final part of the project. Final report It will report on the overall activities of the ALOHA project. It will contain also a chapter on awareness and wider societal implications. Second progress and management report Reports on the management activity and status of the project in the second year. This deliverable will collect also the relevant feedback coming from the scientific and administrative meetings already organized. Report on hardware abstraction layer techniques – Update Updated report on the research and development activities concerning support for hardware abstraction layer and runtime environment for ALOHA reference computing platforms. This report will serve also as a lightweight form of documentation for D4.3 and D4.4. Dissemination and communication report - Update Report on the dissemination and communication during the second part of the project. This deliverable will assess the impact of communication and dissemination (social media diffusion, website analytics, press releases, events participation and publications). It will also report on the actions taken towards the community of users and their feedback. Plan for the dissemination and communication ALOHA preliminary plan for the communication and dissemination activities during and after the project lifetime. Dissemination and communication report Report on the dissemination and communication during the first part of the project. This deliverable will assess the impact of communication and dissemination (social media diffusion, website analytics, press releases, events participation and publications). It will also report on the actions taken towards the community of users and their feedback. Demonstrators, pilots, prototypes (8) Project digital presence This deliverable provides (and reports on) the release of the official project’s website for dissemination and exchange of data outside and inside the consortium, and on the project’s presence on dedicated social media channels or groups (in particular on Twitter and LinkedIn). Final release of the automated algorithm configuration tool This deliverable includes a final release of the automated algorithm configuration tool. It will consist of a complete version, ready to be integrated in the overall ALOHA tool flow Final release of the hardware abstraction layer utilities This deliverable includes a final release of the utilities and libraries implementing hardware abstraction layer and runtime environment for ALOHA reference computing platforms. It will consist of a complete version, implementing also runtime platform management, ready to be integrated in the overall tool flow. First release of the hardware abstraction layer utilities This deliverable includes a first release of the utilities and libraries implementing hardware abstraction layer and runtime environment for ALOHA reference computing platforms. It will contain simple and static implementation of DL algorithms on each considered platform, making use of the techniques and libraries under development for hardware abstraction. First release of the automated algorithm configuration tool This deliverable includes a first release of the automated algorithm configuration tool. It will contain standalone implementation of the single utilities, to be used as a reference for integration, use-case refinement and demonstrator preparation. First release of the automated tool for application partitioning and mapping This deliverable includes a first release of the automated tool for application partitioning and mapping. It will contain standalone implementation of the single utilities, to be used as a reference for integration, use-case refinement and demonstrator preparation Final prototype of the integrated tool flow The deliverable involves a final release of the ALOHA tool flow Final release of the automated tool for application partitioning and mapping This deliverable includes a final release of the automated tool for application partitioning and mapping. It will consist of a complete version, ready to be integrated in the overall ALOHA tool flow. Other (1) ALOHA Final Workshop Final workshop to present the project results Publications Conference proceedings (7) Optimization and deployment of CNNs at the edge - the ALOHA experience Author(s): Paolo Meloni, Luca Benini, Maura Pintor, Battista Biggio, Bernhard Moser, Natalia Shepeleva, Nikos Fragoulis, Ilias Theodorakopoulos, Michael Masin, Francesca Palumbo, Daniela Loi, Paola Busia, Gianfranco Deriu, Andy D. Pimentel, Dolly Sapra, Todor Stefanov, Svetlana Minakova, Francesco Conti Published in: Proceedings of the 16th ACM International Conference on Computing Frontiers - CF '19, 2019, Page(s) 326-332, ISBN 9781-450366854 Publisher: ACM Press DOI: 10.1145/3310273.3323435 Architecture-aware design and implementation of CNN algorithms for embedded inference: the ALOHA project Author(s): Paolo Meloni, Daniela Loi, Gianfranco Deriu, Andy D. Pimentel, Dolly Saprat, Maura Pintort, Battista Biggio, Oscar Ripolles, David Solans, Francesco Conti, Luca Benini, Todor Stefanov, Svetlana Minakova, Bernhard Moser, Natalia Shepeleva, Michael Masin, Francesca Palumbo, Nikos Fragoulis, Ilias Theodorakopoulos Published in: 2018 30th International Conference on Microelectronics (ICM), 2018, Page(s) 52-55, ISBN 978-1-5386-8167-1 Publisher: IEEE DOI: 10.1109/ICM.2018.8704093 ALOHA - an architectural-aware framework for deep learning at the edge Author(s): P. Meloni, O. Ripolles, D. Solans, M. Pintor, B. Biggio, T. Stefanov, S. Minakova, N. Fragoulis, I. Theodorakopoulos, M. Masin, F. Palumbo, D. Loi, G. Deriu, A. D. Pimentel, D. Sapra, B. Moser, N. Shepeleva, F. Conti, L. Benini Published in: Proceedings of the Workshop on INTelligent Embedded Systems Architectures and Applications - INTESA '18, 2018, Page(s) 19-26, ISBN 9781-450365987 Publisher: ACM Press DOI: 10.1145/3285017.3285019 A runtime-adaptive cognitive IoT node for healthcare monitoring Author(s): Matteo Antonio Scrugli, Daniela Loi, Luigi Raffo, Paolo Meloni Published in: Proceedings of the 16th ACM International Conference on Computing Frontiers - CF '19, 2019, Page(s) 350-357, ISBN 9781-450366854 Publisher: ACM Press DOI: 10.1145/3310273.3323160 Manipulating Machine Learning: Poisoning Attacks and Countermeasures for Regression Learning Author(s): Matthew Jagielski, Alina Oprea, Battista Biggio, Chang Liu, Cristina Nita-Rotaru, Bo Li Published in: 2018 IEEE Symposium on Security and Privacy (SP), 2018, Page(s) 19-35, ISBN 978-1-5386-4353-2 Publisher: IEEE DOI: 10.1109/sp.2018.00057 Explaining Black-box Android Malware Detection Author(s): Marco Melis, Davide Maiorca, Battista Biggio, Giorgio Giacinto, Fabio Roli Published in: 2018 26th European Signal Processing Conference (EUSIPCO), 2018, Page(s) 524-528, ISBN 978-9-0827-9701-5 Publisher: IEEE DOI: 10.23919/eusipco.2018.8553598 Adversarial Malware Binaries: Evading Deep Learning for Malware Detection in Executables Author(s): Bojan Kolosnjaji, Ambra Demontis, Battista Biggio, Davide Maiorca, Giorgio Giacinto, Claudia Eckert, Fabio Roli Published in: 2018 26th European Signal Processing Conference (EUSIPCO), 2018, Page(s) 533-537, ISBN 978-9-0827-9701-5 Publisher: IEEE DOI: 10.23919/eusipco.2018.8553214 Peer reviewed articles (2) An integrated hardware/software design methodology for signal processing systems Author(s): Lin Li, Carlo Sau, Tiziana Fanni, Jingui Li, Timo Viitanen, François Christophe, Francesca Palumbo, Luigi Raffo, Heikki Huttunen, Jarmo Takala, Shuvra S. Bhattacharyya Published in: Journal of Systems Architecture, Issue 93, 2019, Page(s) 1-19, ISSN 1383-7621 Publisher: Elsevier BV DOI: 10.1016/j.sysarc.2018.12.010 Wild patterns: Ten years after the rise of adversarial machine learning Author(s): Battista Biggio, Fabio Roli Published in: Pattern Recognition, Issue 84, 2018, Page(s) 317-331, ISSN 0031-3203 Publisher: Pergamon Press DOI: 10.1016/j.patcog.2018.07.023 Searching for OpenAIRE data... There was an error trying to search data from OpenAIRE No results available
