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TRUstworthy Multi-site Privacy Enhancing Technologies

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Deliverables

Initial CSP, DEP and synergies establishment (opens in new window)

Initial CSP DEP and synergies establishment Website and first report that explains how TRUMPET will communicate its developments and outcomes how the consortium will ensure visibility and promotion of the project and dissemination of its results throughout the project and finally how an exploitation strategy is developed This report also will show the EUlevel roadmapping and outreach strategy IRST CEA ALL

SoA and BSoA for FL-tailored AI models, PET methods and tool (opens in new window)

SoA and BSoA for FL-tailored AI models, PET methods and tools will contain the results of T1.1 and T2.1. The deliverable will contain the selection of the AI models and central aggregation methods for the FL setting, as well as an in-depth analysis of state of the art and improvements of the PET methods and SW tools for FL scenarios. [UVIGO, GRAD, TVS, AVO, INRIA]

Updated CSP, DEP and synergies establishment (opens in new window)

Updated CSP, DEP and synergies establishment. [IRST, CEA, ALL]

Publications

Fast polynomial arithmetic in homomorphic encryption with cyclo-multiquadratic fields (opens in new window)

Author(s): Iván Blanco-Chacón; Alberto Pedrouzo-Ulloa; Rahinatou Yuh Njah Nchiwo; Beatriz Barbero-Lucas
Published in: Cryptography and Communications, 2025, ISSN 1936-2455
Publisher: Springer Nature
DOI: 10.48550/ARXIV.2304.04619

Security Guidelines for Implementing Homomorphic Encryption (opens in new window)

Author(s): Jean-Philippe Bossuat; Rosario Cammarota; Ilaria Chillotti; Benjamin R. Curtis; Wei Dai 0007; Huijing Gong; Erin Hales; Duhyeong Kim; Bryan Kumara; Changmin Lee 0001; Xianhui Lu; Carsten Maple; Alberto Pedrouzo-Ulloa; Rachel Player; Yuriy Polyakov; Luis Antonio Ruiz Lopez; Yongsoo Song; Donggeon Yhee
Published in: IACR Communications in Cryptology, 2025, ISSN 3006-5496
Publisher: International Association for Cryptologic Research (IACR)
DOI: 10.62056/ANXRA69P1

Privacy-aware Berrut Approximated Coded Computing for Federated Learning (opens in new window)

Author(s): Xavier Martínez Luaña; Rebeca P. Díaz Redondo; Manuel Fernández-Veiga
Published in: Journal of Network and Computer Applications, 2025, ISSN 1879-1298
Publisher: Elsevier
DOI: 10.48550/ARXIV.2405.01704

Enhancing Privacy in Federated Learning: A Practical Assessment of Combined PETs in a Cross-Silo Setting (opens in new window)

Author(s): Jaime Loureiro-Acuña, Xavier Martínez-Luaña, Héctor Padín-Torrente, Gonzalo Jiménez-Balsa, Carlos García-Pagán, Ines Ortega-Fernandez
Published in: Proceedings of the 2024 ACM Workshop on Information Hiding and Multimedia Security, 2025
Publisher: ACM
DOI: 10.1145/3658664.3659661

AIMOS: Metamorphic Testing of AI - An Industrial Application (opens in new window)

Author(s): Lemesle, Augustin; Varasse, Aymeric; Chihani, Zakaria; Tachet, Dominique
Published in: Lecture Notes in Computer Science ISBN: 9783031409523, 2023
Publisher: Springer Nature
DOI: 10.5281/ZENODO.12755256

A Critical Look into Threshold Homomorphic Encryption for Private Average Aggregation (opens in new window)

Author(s): Miguel Morona-Mínguez, Alberto Pedrouzo-Ulloa, Fernando Pérez-González
Published in: 2024 2nd International Conference on Federated Learning Technologies and Applications (FLTA), 2025
Publisher: IEEE
DOI: 10.1109/FLTA63145.2024.10840167

Private Sampling with Identifiable Cheaters (opens in new window)

Author(s): Sabater, César; Hahn, Florian; Peter, Andreas; Ramon, Jan
Published in: Proceedings on Privacy Enhancing Technologies, 2023
Publisher: Privacy Enhancing Technologies Symposium Advisory Board
DOI: 10.5281/ZENODO.7876013

Introducing the TRUMPET project: TRUstworthy Multi-site Privacy Enhancing Technologies (opens in new window)

Author(s): Alberto Pedrouzo-Ulloa; Jan Ramon; Fernando Pérez-González; Siyanna Lilova; Patrick Duflot; Zakaria Chihani; Nicola Gentili; Paola Ulivi; Mohammad Ashadul Hoque; Twaha Mukammel; Zeev Pritzker; Augustin Lemesle; Jaime Loureiro-Acuña; Xavier Martínez Luaña; Gonzalo Jiménez-Balsa
Published in: 2023 IEEE International Conference on Cyber Security and Resilience (CSR), 2023
Publisher: IEEE
DOI: 10.5281/ZENODO.7990784

Practical Multi-Key Homomorphic Encryption for More Flexible and Efficient Secure Federated Aggregation (preliminary work) (opens in new window)

Author(s): Pedrouzo-Ulloa, Alberto; Aymen Boudguiga; Chakraborty, Olive; Sirdey, Renaud; Stan, Oana; Zuber, Martin
Published in: IACR Cryptol. ePrint Arch., 2023
Publisher: IEEE
DOI: 10.1109/CSR57506.2023.10224979

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