Mitigating Unintended Memorization with LoRA in Federated Learning for LLMs - Thierry Bossy; Julien Vignoud; Tahseen Rabbani; Juan Ramón Troncoso-Pastoriza; Martin Jaggi (CoRR, 2025)

Practical q-IND-CPA-D-Secure Approximate Homomorphic Encryption - Jean-Philippe Bossuat; Anamaria Costache; Christian Mouchet; Lea Nürnberger; Juan Ramón Troncoso-Pastoriza (IACR Cryptol. ePrint Arch., 2024)

slytHErin: An Agile Framework for Encrypted Deep Neural Network Inference - Francesco Intoci; Sinem Sav; Apostolos Pyrgelis; Jean-Philippe Bossuat; Juan Ramón Troncoso-Pastoriza; Jean-Pierre Hubaux (Applied Cryptography and Network Security Workshops - ACNS 2023 Satellite Workshops, ADSC, AIBlock, AIHWS, AIoTS, CIMSS, Cloud S&P, SCI, SecMT, SiMLA, Kyoto, Japan, June 19-22, 2023, Proceedings, 2023)

Scalable and Privacy-Preserving Federated Principal Component Analysis - David Froelicher; Hyunghoon Cho; Manaswitha Edupalli; Joao Sa Sousa; Jean-Philippe Bossuat; Apostolos Pyrgelis; Juan Ramón Troncoso-Pastoriza; Bonnie Berger; Jean-Pierre Hubaux (44th IEEE Symposium on Security and Privacy, SP 2023, San Francisco, CA, USA, May 21-25, 2023, 2023)

Scalable and Privacy-Preserving Federated Principal Component Analysis - David Froelicher; Hyunghoon Cho; Manaswitha Edupalli; Joao Sa Sousa; Jean-Philippe Bossuat; Apostolos Pyrgelis; Juan Ramón Troncoso-Pastoriza; Bonnie Berger; Jean-Pierre Hubaux (CoRR, 2023)

slytHErin: An Agile Framework for Encrypted Deep Neural Network Inference - Francesco Intoci; Sinem Sav; Apostolos Pyrgelis; Jean-Philippe Bossuat; Juan Ramón Troncoso-Pastoriza; Jean-Pierre Hubaux (CoRR, 2023)

Efficient protocols for oblivious linear function evaluation from ring-LWE - Carsten Baum; Daniel Escudero; Alberto Pedrouzo-Ulloa; Peter Scholl; Juan Ramón Troncoso-Pastoriza (J. Comput. Secur., 2022)

Privacy-preserving federated neural network learning for disease-associated cell classification - Sinem Sav; Jean-Philippe Bossuat; Juan Ramón Troncoso-Pastoriza; Manfred Claassen; Jean-Pierre Hubaux (Patterns, 2022)

Privacy-Preserving and Efficient Verification of the Outcome in Genome-Wide Association Studies - Anisa Halimi; Leonard Dervishi; Erman Ayday; Apostolos Pyrgelis; Juan Ramón Troncoso-Pastoriza; Jean-Pierre Hubaux; Xiaoqian Jiang; Jaideep Vaidya (Proc. Priv. Enhancing Technol., 2022)

Bootstrapping for Approximate Homomorphic Encryption with Negligible Failure-Probability by Using Sparse-Secret Encapsulation - Jean-Philippe Bossuat; Juan Ramón Troncoso-Pastoriza; Jean-Pierre Hubaux (Applied Cryptography and Network Security - 20th International Conference, ACNS 2022, Rome, Italy, June 20-23, 2022, Proceedings, 2022)

Orchestrating Collaborative Cybersecurity: A Secure Framework for Distributed Privacy-Preserving Threat Intelligence Sharing - Juan Ramón Troncoso-Pastoriza; Alain Mermoud; Romain Bouyé; Francesco Marino; Jean-Philippe Bossuat; Vincent Lenders; Jean-Pierre Hubaux (CoRR, 2022)

Bootstrapping for Approximate Homomorphic Encryption with Negligible Failure-Probability by Using Sparse-Secret Encapsulation - Jean-Philippe Bossuat; Juan Ramón Troncoso-Pastoriza; Jean-Pierre Hubaux (IACR Cryptol. ePrint Arch., 2022)

Crypt4GH: a file format standard enabling native access to encrypted data - Alexander Senf; Robert Davies; Frédéric Haziza; John Marshall; Juan Ramón Troncoso-Pastoriza; Oliver Hofmann; Thomas M. Keane (Bioinform., 2021)

Citizen-centered, auditable and privacy-preserving population genomics - Dennis Grishin; Jean Louis Raisaro; Juan Ramón Troncoso-Pastoriza; Kamal Obbad; Kevin Quinn; Mickaël Misbach; Jared Gollhardt; João Sá Sousa; Jacques Fellay; George M. Church; Jean-Pierre Hubaux (Nat. Comput. Sci., 2021)

Scalable Privacy-Preserving Distributed Learning - David Froelicher; Juan Ramón Troncoso-Pastoriza; Apostolos Pyrgelis; Sinem Sav; Joao Sa Sousa; Jean-Philippe Bossuat; Jean-Pierre Hubaux (Proc. Priv. Enhancing Technol., 2021)

SoK: Privacy-Preserving Collaborative Tree-based Model Learning - Sylvain Chatel; Apostolos Pyrgelis; Juan Ramón Troncoso-Pastoriza; Jean-Pierre Hubaux (Proc. Priv. Enhancing Technol., 2021)

Multiparty Homomorphic Encryption from Ring-Learning-with-Errors - Christian Mouchet; Juan Ramón Troncoso-Pastoriza; Jean-Philippe Bossuat; Jean-Pierre Hubaux (Proc. Priv. Enhancing Technol., 2021)

Efficient Bootstrapping for Approximate Homomorphic Encryption with Non-sparse Keys - Jean-Philippe Bossuat; Christian Mouchet; Juan Ramón Troncoso-Pastoriza; Jean-Pierre Hubaux (Advances in Cryptology - EUROCRYPT 2021 - 40th Annual International Conference on the Theory and Applications of Cryptographic Techniques, Zagreb, Croatia, October 17-21, 2021, Proceedings, Part I, 2021)

POSEIDON: Privacy-Preserving Federated Neural Network Learning - Sinem Sav; Apostolos Pyrgelis; Juan Ramón Troncoso-Pastoriza; David Froelicher; Jean-Philippe Bossuat; Joao Sa Sousa; Jean-Pierre Hubaux (28th Annual Network and Distributed System Security Symposium, NDSS 2021, virtually, February 21-25, 2021, 2021)

Privacy and Integrity Preserving Computations with CRISP - Sylvain Chatel; Apostolos Pyrgelis; Juan Ramón Troncoso-Pastoriza; Jean-Pierre Hubaux (30th USENIX Security Symposium, USENIX Security 2021, August 11-13, 2021, 2021)

Privacy-Preserving and Efficient Verification of the Outcome in Genome-Wide Association Studies - Anisa Halimi; Leonard Dervishi; Erman Ayday; Apostolos Pyrgelis; Juan Ramón Troncoso-Pastoriza; Jean-Pierre Hubaux; Xiaoqian Jiang; Jaideep Vaidya (CoRR, 2021)

SoK: Privacy-Preserving Collaborative Tree-based Model Learning - Sylvain Chatel; Apostolos Pyrgelis; Juan Ramón Troncoso-Pastoriza; Jean-Pierre Hubaux (CoRR, 2021)

SCOR: A secure international informatics infrastructure to investigate COVID-19 - Jean Louis Raisaro; Francesco Marino; Juan Ramón Troncoso-Pastoriza; Raphaelle Beau-Lejdstrom; Riccardo Bellazzi; Robert Murphy; Elmer V. Bernstam; Henry Wang; Mauro Bucalo; Yong Chen; Assaf Gottlieb; Arif Ozgun Harmanci; et al. (J. Am. Medical Informatics Assoc., 2020)

Cybersecurity of Hospitals: discussing the challenges and working towards mitigating the risks - Salem T. Argaw; Juan Ramón Troncoso-Pastoriza; Darren Lacey; Marie-Valentine Florin; Franck Calcavecchia; Denise Anderson; Wayne P. Burleson; Jan-Michael Vogel; Chana O'Leary; Bruce Eshaya-Chauvin; Antoine Flahault (BMC Medical Informatics Decis. Mak., 2020)

Drynx: Decentralized, Secure, Verifiable System for Statistical Queries and Machine Learning on Distributed Datasets - David Froelicher; Juan Ramón Troncoso-Pastoriza; Joao Sa Sousa; Jean-Pierre Hubaux (IEEE Trans. Inf. Forensics Secur., 2020)

GenoShare: Supporting Privacy-Informed Decisions for Sharing Individual-Level Genetic Data - Jean Louis Raisaro; Juan Ramón Troncoso-Pastoriza; Yamane El-Zein; Mathias Humbert; Jacques Fellay; Carmela Troncoso; Jean-Pierre Hubaux (AMIA 2020, American Medical Informatics Association Annual Symposium, Virtual Event, USA, November 14-18, 2020, 2020)

GenoShare: Supporting Privacy-Informed Decisions for Sharing Individual-Level Genetic Data - Jean Louis Raisaro; Juan Ramón Troncoso-Pastoriza; Yamane El-Zein; Mathias Humbert; Carmela Troncoso; Jacques Fellay; Jean-Pierre Hubaux (Digital Personalized Health and Medicine - Proceedings of MIE 2020, Medical Informatics Europe, Geneva, Switzerland, April 28 - May 1, 2020, 2020)

MedCo2: Privacy-Preserving Cohort Exploration and Analysis - David Froelicher; Mickaël Misbach; Juan Ramón Troncoso-Pastoriza; Jean Louis Raisaro; Jean-Pierre Hubaux (Digital Personalized Health and Medicine - Proceedings of MIE 2020, Medical Informatics Europe, Geneva, Switzerland, April 28 - May 1, 2020, 2020)

SPHN/PHRT - MedCo in Action: Empowering the Swiss Molecular Tumor Board with Privacy-Preserving and Real-Time Patient Discovery - Jean Louis Raisaro; Juan Ramón Troncoso-Pastoriza; Sylvain Pradervand; Michel A. Cuendet; Mickaël Misbach; João Sá Sousa; Francesco Marino; Nicolas Freundler; Nicolas Rosat; David Cavin; Alexander B. Leichtle; Jacques Fellay; et al. (Digital Personalized Health and Medicine - Proceedings of MIE 2020, Medical Informatics Europe, Geneva, Switzerland, April 28 - May 1, 2020, 2020)

Efficient Protocols for Oblivious Linear Function Evaluation from Ring-LWE - Carsten Baum; Daniel Escudero; Alberto Pedrouzo-Ulloa; Peter Scholl; Juan Ramón Troncoso-Pastoriza (Security and Cryptography for Networks - 12th International Conference, SCN 2020, Amalfi, Italy, September 14-16, 2020, Proceedings, 2020)

Multiquadratic Rings and Walsh-Hadamard Transforms for Oblivious Linear Function Evaluation - Alberto Pedrouzo-Ulloa; Juan Ramón Troncoso-Pastoriza; Nicolas Gama; Mariya Georgieva; Fernando Pérez-González (12th IEEE International Workshop on Information Forensics and Security, WIFS 2020, New York City, NY, USA, December 6-11, 2020, 2020)

Scalable Privacy-Preserving Distributed Learning - David Froelicher; Juan Ramón Troncoso-Pastoriza; Apostolos Pyrgelis; Sinem Sav; Joao Sa Sousa; Jean-Philippe Bossuat; Jean-Pierre Hubaux (CoRR, 2020)

Privacy and Integrity Preserving Computations with CRISP - Sylvain Chatel; Apostolos Pyrgelis; Juan Ramón Troncoso-Pastoriza; Jean-Pierre Hubaux (CoRR, 2020)

POSEIDON: Privacy-Preserving Federated Neural Network Learning - Sinem Sav; Apostolos Pyrgelis; Juan Ramón Troncoso-Pastoriza; David Froelicher; Jean-Philippe Bossuat; Joao Sa Sousa; Jean-Pierre Hubaux (CoRR, 2020)

Revolutionizing Medical Data Sharing Using Advanced Privacy Enhancing Technologies: Technical, Legal and Ethical Synthesis - James Scheibner; Jean Louis Raisaro; Juan Ramón Troncoso-Pastoriza; Marcello Ienca; Jacques Fellay; Effy Vayena; Jean-Pierre Hubaux (CoRR, 2020)

Multiparty Homomorphic Encryption: From Theory to Practice - Christian Mouchet; Juan Ramón Troncoso-Pastoriza; Jean-Pierre Hubaux (IACR Cryptol. ePrint Arch., 2020)

Efficient Protocols for Oblivious Linear Function Evaluation from Ring-LWE - Carsten Baum; Daniel Escudero; Alberto Pedrouzo-Ulloa; Peter Scholl; Juan Ramón Troncoso-Pastoriza (IACR Cryptol. ePrint Arch., 2020)

Efficient Bootstrapping for Approximate Homomorphic Encryption with Non-Sparse Keys - Jean-Philippe Bossuat; Christian Mouchet; Juan Ramón Troncoso-Pastoriza; Jean-Pierre Hubaux (IACR Cryptol. ePrint Arch., 2020)

MedCo: Enabling Secure and Privacy-Preserving Exploration of Distributed Clinical and Genomic Data - Jean Louis Raisaro; Juan Ramón Troncoso-Pastoriza; Mickaël Misbach; João Sá Sousa; Sylvain Pradervand; Edoardo Missiaglia; Olivier Michielin; Bryan Ford; Jean-Pierre Hubaux (IEEE ACM Trans. Comput. Biol. Bioinform., 2019)

Revisiting Multivariate Lattices for Encrypted Signal Processing - Alberto Pedrouzo-Ulloa; Juan Ramón Troncoso-Pastoriza; Fernando Pérez-González (Proceedings of the ACM Workshop on Information Hiding and Multimedia Security, IH&MMSec 2019, Paris, France, July 3-5, 2019, 2019)

Proceedings of the ACM Workshop on Information Hiding and Multimedia Security, IH&MMSec 2019, Paris, France, July 3-5, 2019 - Rémi Cogranne; Luisa Verdoliva; Siwei Lyu; Juan Ramón Troncoso-Pastoriza; Xinpeng Zhang (ACM, 2019)

Drynx: Decentralized, Secure, Verifiable System for Statistical Queries and Machine Learning on Distributed Datasets - David Froelicher; Juan Ramón Troncoso-Pastoriza; João Sá Sousa; Jean-Pierre Hubaux (CoRR, 2019)

Privacy-preserving semi-parallel logistic regression training with Fully Homomorphic Encryption - Sergiu Carpov; Nicolas Gama; Mariya Georgieva; Juan Ramón Troncoso-Pastoriza (IACR Cryptol. ePrint Arch., 2019)

Computing across Trust Boundaries using Distributed Homomorphic Cryptography - Christian Mouchet; Juan Ramón Troncoso-Pastoriza; Jean-Pierre Hubaux (IACR Cryptol. ePrint Arch., 2019)

Revisiting Multivariate Ring Learning with Errors and its Applications on Lattice-based Cryptography - Alberto Pedrouzo-Ulloa; Juan Ramón Troncoso-Pastoriza; Nicolas Gama; Mariya Georgieva; Fernando Pérez-González (IACR Cryptol. ePrint Arch., 2019)

On Enforcing the Digital Immunity of a Large Humanitarian Organization - Stevens Le Blond; Alejandro Cuevas; Juan Ramón Troncoso-Pastoriza; Philipp Jovanovic; Bryan Ford; Jean-Pierre Hubaux (2018 IEEE Symposium on Security and Privacy, SP 2018, Proceedings, 21-23 May 2018, San Francisco, California, USA, 2018)

Camera Attribution Forensic Analyzer in the Encrypted Domain - Alberto Pedrouzo-Ulloa; Miguel Masciopinto; Juan Ramón Troncoso-Pastoriza; Fernando Pérez-González (2018 IEEE International Workshop on Information Forensics and Security, WIFS 2018, Hong Kong, China, December 11-13, 2018, 2018)

Number Theoretic Transforms for Secure Signal Processing - Alberto Pedrouzo-Ulloa; Juan Ramón Troncoso-Pastoriza; Fernando Pérez-González (IEEE Trans. Inf. Forensics Secur., 2017)

Secure genomic susceptibility testing based on lattice encryption - Juan Ramón Troncoso-Pastoriza; Alberto Pedrouzo-Ulloa; Fernando Pérez-González (2017 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2017, New Orleans, LA, USA, March 5-9, 2017, 2017)

ORide: A Privacy-Preserving yet Accountable Ride-Hailing Service - Anh Pham; Italo Dacosta; Guillaume Endignoux; Juan Ramón Troncoso-Pastoriza; Kévin Huguenin; Jean-Pierre Hubaux (26th USENIX Security Symposium, USENIX Security 2017, Vancouver, BC, Canada, August 16-18, 2017, 2017)

Multivariate Cryptosystems for Secure Processing of Multidimensional Signals - Alberto Pedrouzo-Ulloa; Juan Ramón Troncoso-Pastoriza; Fernando Pérez-González (CoRR, 2017)

Co-creating Security-and-Privacy-by-Design Systems - Sauro Vicini; Francesco Alberti; Nicolás Notario; Alberto Crespo; Juan Ramón Troncoso-Pastoriza; Alberto Sanna (11th International Conference on Availability, Reliability and Security, ARES 2016, Salzburg, Austria, August 31 - September 2, 2016, 2016)

Dynamic Privacy-Preserving Genomic Susceptibility Testing - Mina Namazi; Juan Ramón Troncoso-Pastoriza; Fernando Pérez-González (Proceedings of the 4th ACM Workshop on Information Hiding and Multimedia Security, IH&MMSec 2016, Vigo, Galicia, Spain, June 20-22, 2016, 2016)

Image denoising in the encrypted domain - Alberto Pedrouzo-Ulloa; Juan Ramón Troncoso-Pastoriza; Fernando Pérez-González (IEEE International Workshop on Information Forensics and Security, WIFS 2016, Abu Dhabi, United Arab Emirates, December 4-7, 2016, 2016)

Number Theoretic Transforms for Secure Signal Processing - Alberto Pedrouzo-Ulloa; Juan Ramón Troncoso-Pastoriza; Fernando Pérez-González (CoRR, 2016)

On Ideal Lattices over the Tensor Product of Number Fields and Ring Learning with Errors over Multivariate Rings - Alberto Pedrouzo-Ulloa; Juan Ramón Troncoso-Pastoriza; Fernando Pérez-González (CoRR, 2016)

WITDOM: Empowering Privacy and Security in Non-trusted Environments - Juan Ramón Troncoso-Pastoriza; Elsa Prieto Pérez (ERCIM News, 2016)

Multivariate lattices for encrypted image processing - Alberto Pedrouzo-Ulloa; Juan Ramón Troncoso-Pastoriza; Fernando Pérez-González (2015 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2015, South Brisbane, Queensland, Australia, April 19-24, 2015, 2015)

Bootstrap-based proxy reencryption for private multi-user computing - Juan Ramón Troncoso-Pastoriza; Serena Caputo (2014 IEEE International Workshop on Information Forensics and Security, WIFS 2014, Atlanta, GA, USA, December 3-5, 2014, 2014)

Secure Signal Processing in the Cloud: Enabling Technologies for Privacy-Preserving Multimedia Cloud Processing - Juan Ramón Troncoso-Pastoriza; Fernando Pérez-González (IEEE Signal Process. Mag., 2013)

Privacy-Preserving Data Aggregation in Smart Metering Systems: An Overview - Zekeriya Erkin; Juan Ramón Troncoso-Pastoriza; Reginald L. Lagendijk; Fernando Pérez-González (IEEE Signal Process. Mag., 2013)

Fully Private Noninteractive Face Verification - Juan Ramón Troncoso-Pastoriza; Daniel González-Jiménez; Fernando Pérez-González (IEEE Trans. Inf. Forensics Secur., 2013)

Fully homomorphic faces - Juan Ramón Troncoso-Pastoriza; Fernando Pérez-González (19th IEEE International Conference on Image Processing, ICIP 2012, Lake Buena Vista, Orlando, FL, USA, September 30 - October 3, 2012, 2012)

Secure Adaptive Filtering - Juan Ramón Troncoso-Pastoriza; Fernando Pérez-González (IEEE Trans. Inf. Forensics Secur., 2011)

Encrypted Domain Processing for Cloud Privacy - Concept and Practical Experience - Daniel A. Rodríguez-Silva; Francisco J. González-Castaño; Lilian Adkinson-Orellana; A. Fernández-Cordeiro; Juan Ramón Troncoso-Pastoriza; David González-Martínez (CLOSER 2011 - Proceedings of the 1st International Conference on Cloud Computing and Services Science, Noordwijkerhout, Netherlands, 7-9 May, 2011, 2011)

Efficient protocols for secure adaptive filtering - Juan Ramón Troncoso-Pastoriza; Fernando Pérez-González (Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2011, May 22-27, 2011, Prague Congress Center, Prague, Czech Republic, 2011)

A new model for Gabor coefficients' magnitude in face recognition - Juan Ramón Troncoso-Pastoriza; Daniel González-Jiménez; Fernando Pérez-González (Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2010, 14-19 March 2010, Sheraton Dallas Hotel, Dallas, Texas, USA, 2010)

CryptoDSPs for Cloud Privacy - Juan Ramón Troncoso-Pastoriza; Fernando Pérez-González (Web Information Systems Engineering - WISE 2010 Workshops - WISE 2010 International Symposium WISS, and International Workshops CISE, MBC, Hong Kong, China, December 12-14, 2010, Revised Selected Papers, 2010)

Videosurveillance and privacy: covering the two sides of the mirror with DRM - Juan Ramón Troncoso-Pastoriza; Pedro Comesaña; Luis Pérez-Freire; Fernando Pérez-González (Proceedings of the 9th ACM Workshop on Digital Rights Management, Chicago, Illinois, USA, November 9, 2009, 2009)

Skewed log-stable model for natural images pixel block-variance - Juan Ramón Troncoso-Pastoriza; Fernando Pérez-González (Proceedings of the International Conference on Image Processing, ICIP 2009, 7-10 November 2009, Cairo, Egypt, 2009)

Efficient Zero-Knowledge Watermark Detection with Improved Robustness to Sensitivity Attacks - Juan Ramón Troncoso-Pastoriza; Fernando Pérez-González (EURASIP J. Inf. Secur., 2007)

Privacy preserving error resilient dna searching through oblivious automata - Juan Ramón Troncoso-Pastoriza; Stefan Katzenbeisser; Mehmet Utku Celik (Proceedings of the 2007 ACM Conference on Computer and Communications Security, CCS 2007, Alexandria, Virginia, USA, October 28-31, 2007, 2007)

A secure multidimensional point inclusion protocol - Juan Ramón Troncoso-Pastoriza; Stefan Katzenbeisser; Mehmet Utku Celik; Aweke N. Lemma (Proceedings of the 9th workshop on Multimedia & Security, MM&Sec 2007, Dallas, Texas, USA, September 20-21, 2007, 2007)

Efficient non-interactive zero-knowledge watermark detector robust to sensitivity attacks - Juan Ramón Troncoso-Pastoriza; Fernando Pérez-González (Security, Steganography, and Watermarking of Multimedia Contents IX, San Jose, CA, USA, January 28, 2007, 2007)

Watermarking Security: A Survey - Luis Pérez-Freire; Pedro Comesaña; Juan Ramón Troncoso-Pastoriza; Fernando Pérez-González (Trans. Data Hiding Multim. Secur., 2006)

Zero-knowledge watermark detector robust to sensitivity attacks - Juan Ramón Troncoso-Pastoriza; Fernando Pérez-González (Proceedings of the 8th workshop on Multimedia & Security, MM&Sec 2006, Geneva, Switzerland, September 26-27, 2006, 2006)