Green responsibLe privACy preservIng dAta operaTIONs

Deliverables

Secure AI Enabled Placement Engine - intermediate

This deliverable describes the engine to be used for the control, processing, acceleration, storage, and networking needs of the highly secure Edge/Core/Cloud orchestration software.

GLACIATION power measurement framework software

Development of a power and performance measurement framework which can gather metrics of all power consumption of various power meters throughout the GLACIATION platform.

Script and Microservices software - intermediate

Report describes the schema, interactions/ relationships between different microservices

Communication, Networking and Dissemination Plan and Activities - intermediate

This deliverable presents the plan and the execution of the Communication, Networking and Dissemination of GLACIATION. The initial plan the has a threefold goal. Firstly, it will define the way in which the different communities (scientific, commercial, public) will be targeted, as well as the social media will be used. Secondly, it will detail the specific plan for networking activities with external entities, including the specific working group this project will participate. Finally, it will describe the project dissemination strategy to be adopted throughout the project lifetime. The plan will also contain the description of the project brochure and public website. This deliverable will be updated at months 17 and 36 by presenting the dissemination and communication activities followed during the reporting periods and an update of the project’s dissemination and communication plan respectively. These updated reports will also contain the relevant activities executed to foster a close collaboration with projects related to GLACIATION, as well as the results of the standardization activities.

GLACIATION IPR Management, Business Models, and Business Plan - intermediate

This document will provide the market analysis, exploitation strategy and business plans of the consortium as a whole and per each participant to the project. This report will also include the advances with respect to the open-source strategy outlined in this proposal as the open nature of the project needs to be sustained after the end of the project. This report will be complemented with the IPR registry that will be continuously managed and that will include updated licenses of the GLACIATION environment.

Communication, Networking and Dissemination Plan and Activities - initial

This deliverable presents the plan and the execution of the Communication, Networking and Dissemination of GLACIATION. The initial plan the has a threefold goal. Firstly, it will define the way in which the different communities (scientific, commercial, public) will be targeted, as well as the social media will be used. Secondly, it will detail the specific plan for networking activities with external entities, including the specific working group this project will participate. Finally, it will describe the project dissemination strategy to be adopted throughout the project lifetime. The plan will also contain the description of the project brochure and public website. This deliverable will be updated at months 17 and 36 by presenting the dissemination and communication activities followed during the reporting periods and an update of the project’s dissemination and communication plan respectively. These updated reports will also contain the relevant activities executed to foster a close collaboration with projects related to GLACIATION, as well as the results of the standardization activities.

Architecture design and component definitions

This deliverable provides the GLACIATION platform architecture blueprint together with the service components definition.

Data Management Plan

It provides the complete research data life cycle and describe the types of research data that will be generated or collected during the project; the plan will provide guidelines for partners on the procedures necessary to meet the ethical requirement to data collection and management.

Use Case Integration, Validation, and Demonstration Report - intermediate

Report and Functional demonstration of the Use Cases.

Data Management Plan - initial

It provides the complete research data life cycle and describe the types of research data that will be generated or collected during the project; the plan will provide guidelines for partners on the procedures necessary to meet the ethical requirement to data collection and management.

Policies and techniques for data protection in modern distributed environments

Policies and techniques for data protection in modern distributed environments; it reports on the policy model and language that will be used to define the protection requirements; it will also describe the techniques employed for data protection based on wrapping and sanitization.

Ethical and Privacy Impact Assessment and Recommendations - intermediate

This report describes the ethical and privacy impact assessment and consequent recommendations.

Publications

Sentinels and Twins: Effective Integrity Assessment for Distributed Computation

Author(s): Sabrina De Capitani di Vimercati; Sara Foresti; Sushil Jajodia; Stefano Paraboschi; Pierangela Samarati; Roberto Sassi
Published in: IEEE Transactions on Parallel and Distributed Systems (TPDS), Issue vol. 34, no. 1, 2023, ISSN 1045-9219
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tpds.2022.3215863

Scalable Distributed Data Anonymization for Large Datasets

Author(s): Sabrina De Capitani di Vimercati; Dario Facchinetti; Sara Foresti; Giovanni Livraga; Gianluca Oldani; Stefano Paraboschi; Matthiew Rossi; Pierangela Samarati
Published in: IEEE Transactions on Big Data, Issue vol. 9, n. 3, 2023, ISSN 2332-7790
Publisher: IEEE
DOI: 10.1109/TBDATA.2022.3207521

Enforcing Corporate Governance Controls With Cloud-Based Services

Author(s): Sabrina De Capitani di Vimercati, Sara Foresti, Stefano Paraboschi, Pierangela Samarati
Published in: IEEE Transactions on Services Computing, Issue 17, 2025, ISSN 1939-1374
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TSC.2024.3451179

DL4ALL: Multi-Task Cross-Dataset Transfer Learning for Acute Lymphoblastic Leukemia Detection

Author(s): Angelo Genovese; Vincenzo Piuri; Konstantinos N. Plataniotis; Fabio Scotti
Published in: IEEE Access, Issue vol. 11, 2023, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2023.3289219

Robust DDoS attack detection with adaptive transfer learning

Author(s): Mulualem Bitew Anley, Angelo Genovese, Davide Agostinello, Vincenzo Piuri
Published in: Computers & Security, Issue 144, 2024, ISSN 0167-4048
Publisher: Elsevier BV
DOI: 10.1016/J.COSE.2024.103962

TA_DA: Target-Aware Data Anonymization

Author(s): Sergio Barezzani, Sabrina De Capitani di Vimercati, Sara Foresti, Valerio Ghirimoldi, Pierangela Samarati
Published in: IEEE Transactions on Privacy, Issue 2, 2025, ISSN 2836-208X
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TP.2025.3527461

Supporting User Protection Requirements in Cloud‐Based Data Outsourcing

Author(s): Sabrina De Capitani di Vimercati; Sara Foresti; Giovanni Livraga; Pierangela Samarati
Published in: SN Computer Science, Issue vol. 4, n. 4,, 2023, ISSN 0302-9743
Publisher: Springer Verlag
DOI: 10.1007/s42979-023-01707-2

Distributed query execution under access restrictions

Author(s): Sabrina De Capitani di Vimercati; Sara Foresti; Sushil Jajodia; Giovanni Livraga; Stefano Paraboschi; Pierangela Samarati
Published in: Computers & Security, Issue vol. 127, 2023, ISSN 0167-4048
Publisher: ScienceDirect
DOI: 10.1016/j.cose.2022.103056

Model-Agnostic Utility-Preserving Biometric Information Anonymization

Author(s): C. Chen; B. Moriarty; S. Hu; S. Moran; M. Pistoia; V. Piuri; P. Samarati
Published in: International Journal of Information Security, 2024, ISSN 1615-5270
Publisher: Springer
DOI: 10.1007/S10207-024-00862-8

Protecting Data and Queries in Cloud‐Based Scenarios

Author(s): Sabrina De Capitani di Vimercati; Sara Foresti; Pierangela Samarati
Published in: SN Computer Science, Issue vol. 4, n. 5, 2023, ISSN 0302-9743
Publisher: Springer Verlag
DOI: 10.1007/s42979-023-01862-6

Multi-Dimensional Flat Indexing for Encrypted Data

Author(s): Sabrina De Capitani di Vimercati, Dario Facchinetti, Sara Foresti, Gianluca Oldani, Stefano Paraboschi, Matthew Rossi, Pierangela Samarati
Published in: IEEE Transactions on Cloud Computing, Issue 12, 2024, ISSN 2168-7161
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TCC.2024.3408905

IEEE Transactions on Cloud Computing

Author(s): Sabrina De Capitani di Vimercati; Dario Facchinetti; Sara Foresti; Gianluca Oldani; Stefano Paraboschi; Matthew Rossi; Pierangela Samarati
Published in: IEEE Transactions on Cloud Computing, 2024, ISSN 2168-7161
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/TCC.2024.3408905

Toward a Human-Cyber-Physical System for Real-Time Anomaly Detection

Author(s): Bojana Bajic, Aleksandar Rikalovic, Nikola Suzic, Vincenzo Piuri
Published in: IEEE Systems Journal, Issue 18, 2024, ISSN 1932-8184
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/JSYST.2024.3402978

Mix&Slice for Efficient Access Revocation on Outsourced Data

Author(s): Enrico Bacis, Sabrina De Capitani di Vimercati, Sara Foresti, Stefano Paraboschi, Marco Rosa, Pierangela Samarati
Published in: IEEE Transactions on Dependable and Secure Computing, Issue 21, 2024, ISSN 1545-5971
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TDSC.2023.3280590

Synthetic and (Un)Secure: Evaluating Generalized Membership Inference Attacks on Image Data

Author(s): Pasquale Coscia, Stefano Ferrari, Vincenzo Piuri, Ayse Salman
Published in: Proceedings of the 22nd International Conference on Security and Cryptography, 2025, ISBN 978-989-758-760-3
Publisher: SCITEPRESS - Science and Technology Publications
DOI: 10.5220/0013657700003979

DT-Anon: Decision Tree Target-Driven Anonymization

Author(s): Sabrina De Capitani di Vimercati, Sara Foresti, Valerio Ghirimoldi, Pierangela Samarati
Published in: Proc. of the Annual Conference on Data and Applications Security and Privacy (DBSec 2024), 2024, ISBN 978-3-031-65171-7
Publisher: Springer
DOI: 10.1007/978-3-031-65172-4_8

Security-Aware Allocation of Replicated Data in Distributed Storage Systems

Author(s): Sabrina De Capitani di Vimercati, Sara Foresti, Giovanni Livraga, Pierangela Samarati, Mauro Tedesco
Published in: Proceedings of the 15th International Conference on Cloud Computing and Services Science, 2025
Publisher: SCITEPRESS - Science and Technology Publications
DOI: 10.5220/0013484800003950

Explainability of the Effects of Non-perturbative Data Protection in Supervised Classification

Author(s): Stefano Locci; Luigi Di Caro; Giovanni Livraga; Marco Viviani
Published in: 22nd IEEE/WIC International Conference on Web Intelligence and Intelligent Agent Technology (WI-IAT 2023), 2023, ISBN 979-8-3503-0918-8
Publisher: IEEE
DOI: 10.1109/WI-IAT59888.2023.00066

An Arithmetic Optimization Algorithm with Dynamic State Estimation for Deadline-Constrained Workflow Scheduling

Author(s): Najwa Kouka, Sabrina De Capitani di Vimercati, Vincenzo Piuri, Pierangela Samarati
Published in: Proc. of GECCO, 2025, ISBN 979-8-4007-1464-1
Publisher: ACM
DOI: 10.1145/3712255.372665

PriSM: A Privacy-Friendly Support Vector Machine

Author(s): Michele Barbato, Alberto Ceselli, Sabrina De Capitani di Vimercati, Sara Foresti, Pierangela Samarati
Published in: Lecture Notes in Computer Science, Computer Security – ESORICS 2025, 2025
Publisher: Springer Nature Switzerland
DOI: 10.1007/978-3-032-07884-1_4

Supporting Data Owner Control in IPFS Networks

Author(s): Marco Abbadini, Michele Beretta, Sabrina De Capitani di Vimercati, Dario Facchinetti, Sara Foresti, Gianluca Oldani, Stefano Paraboschi, Matthew Rossi, Pierangela Samarati
Published in: ICC 2024 - IEEE International Conference on Communications, 2024
Publisher: IEEE
DOI: 10.1109/ICC51166.2024.10623119

Cage4Deno: A Fine-Grained Sandbox for Deno Subprocesses

Author(s): M. Abbadini, D. Facchinetti, G. Oldani, M. Rossi, S. Paraboschi
Published in: AsiaCCS 2023, 2023, ISBN 979-8-4007-0098-9
Publisher: ACM
DOI: 10.1145/3579856.3595799

Unveiling the Privacy Risk: A Trade-off between User Behavior and Information Propagation in Social Media

Author(s): Giovanni Livraga; Artjoms Olzojevs; Marco Viviani
Published in: 12th International Conference on Complex Networks and their Applications, 2023
Publisher: Springer-Verlag

Anomaly-Based Intrusion Detection System for DDoS with Deep Learning Techniques

Author(s): Davide Agostinello; Angelo Genovese; Vincenzo Piuri
Published in: International Conference on Security and Cryptography (SECRYPT 2023), 2023, ISBN 978-989-758-666-8
Publisher: SCITEPRESS
DOI: 10.5220/0012146100003555

Query Integrity in Smart Environments

Author(s): Sabrina De Capitani di Vimercati, Sara Foresti, Pierangela Samarati
Published in: Lecture Notes in Computer Science, Security and Privacy in Smart Environments, 2024
Publisher: Springer Nature Switzerland
DOI: 10.1007/978-3-031-66708-4_2

Supporting Delegation in Outsourced ICA Process

Author(s): Sabrina De Capitani di Vimercati, Sara Foresti, Stefano Paraboschi, Sara Petrilli, Pierangela Samarati
Published in: Lecture Notes in Computer Science, Data and Applications Security and Privacy XXXIX, 2025
Publisher: Springer Nature Switzerland
DOI: 10.1007/978-3-031-96590-6_21

Deliverables

Publications

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