Mathias Humbert

Publications | Phd and Masters theses

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56 publications

2024 | 2023 | 2022 | 2021 | 2020 | 2019 | 2018 | 2017 | 2016 | 2015 | 2014 | 2013 | 2011 | 2010 |
Link Stealing Attacks Against Inductive Graph Neural Networks
Wu Yixin, He Xinlei, Berrang Pascal, Humbert Mathias, Backes Michael, Gong Neil Zhenqiang, Zhang Yang, 2024/10. Proceedings on Privacy Enhancing Technologies, 2024 (4) pp. 818-839.
Shadow Health-Related Data: Definition, Categorization, and User Perspectives
El Zein Yamane, Salehzadeh Niksirat Kavous, Zufferey Noé, Humbert Mathias, Huguenin Kévin, 2024/09. pp. 58-‌76 dans Proceedings of the European Symposium on Usable Security (EuroUSEC). Peer-reviewed.
Our Data, Our Solutions: A Participatory Approach for Enhancing Privacy in Wearable Activity Tracker Third-Party Apps
Zufferey Noé, Salehzadeh Niksirat Kavous, Humbert Mathias, Huguenin Kévin, 2024/07. Proceedings on Privacy Enhancing Technologies (PoPETs), 2024 (4) pp. 734-754. Peer-reviewed.
Know their Customers: An Empirical Study of Online Account Enumeration Attacks
Maceiras Maël, Salehzadeh Niksirat Kavous, Bernard Gaël, Garbinato Benoit, Cherubini Mauro, Humbert Mathias, Huguenin Kévin, 2024/06. ACM Transactions on the Web, 18 (3) pp. 37:1-37:36. Peer-reviewed.
Shorts vs. Regular Videos on YouTube: A Comparative Analysis of User Engagement and Content Creation Trends
Violot Caroline, Elmas Tugrulcan, Bilogrevic Igor, Humbert Mathias, 2024/05. dans Proceedings of the ACM Web Science Conference. Peer-reviewed.
Prioritizing Investments in Cybersecurity: Empirical Evidence from an Event Study on the Determinants of Cyberattack Costs
Celeny Daniel, Maréchal Loïc, Rousselot Evgueni, Mermoud Alain, Humbert Mathias, 2024/04. dans 23rd Workshop on the Economics of Information Security. Peer-reviewed.
Security and Privacy with Second-Hand Storage Devices: A User-Centric Perspective from Switzerland
Salehzadeh Niksirat Kavous, Korka Diana, Jacquemin Quentin, Vanini Céline, Humbert Mathias, Cherubini Mauro, Métille Sylvain, Huguenin Kévin, 2024/04. Proc. of the Privacy Enhancing Technologies (PoPETs), 2024 (2) pp. 412–433. Peer-reviewed.
Wearable Activity Trackers: A Survey on Utility, Privacy, and Security
Salehzadeh Niksirat Kavous, Velykoivanenko Lev, Zufferey Noé, Cherubini Mauro, Huguenin Kévin, Humbert Mathias, 2024/04. ACM Computing Surveys, 56 (7) pp. 183:1-183:40. Peer-reviewed.
Quantifying Privacy Risks of Prompts in Visual Prompt Learning
Wu Yixin, Wen Rui, Backes Michael, Berrang Pascal, Humbert Mathias, Shen Yun, Zhang Yang, 2024. dans 33rd USENIX Security Symposium (USENIX Security 24). Peer-reviewed.
Watch your Watch: Inferring Personality Traits from Wearable Activity Trackers
Zufferey Noé, Humbert Mathias, Tavenard Romain, Huguenin Kévin, 2023/08. p. 18 dans Proceedings of the USENIX Security Symposium (USENIX Security). Peer-reviewed, USENIX.
Data Poisoning Attacks Against Multimodal Encoders
Yang Ziqing, He Xinlei, Li Zheng, Backes Michael, Humbert Mathias, Berrang Pascal, Zhang Yang, 2023. pp. 39299-39313 dans International Conference on Machine Learning, ICML 2023, 23-29 July 2023, Honolulu, Hawaii, USA. Peer-reviewed, PMLR.
“Revoked just now!” Users’ Behaviors Toward Fitness-Data Sharing with Third-Party Applications
Zufferey Noé, Salehzadeh Niksirat Kavous, Humbert Mathias, Huguenin Kévin, 2023/01. Proceedings on Privacy Enhancing Technologies, 2023 (1) pp. 47-67. Peer-reviewed.
Graph Unlearning
Chen Min, Zhang Zhikun, Wang Tianhao, Backes Michael, Humbert Mathias, Zhang Yang, 2022/11/07. Proceedings of the 2022 ACM SIGSAC Conference on Computer and Communications Security. Peer-reviewed.
Investigating Graph Embedding Methods for Cross-Platform Binary Code Similarity Detection
Cochard Victor, Pfammatter Damian, Duong Chi Thang, Humbert Mathias, 2022/06/08. dans Proceedings of the IEEE European Symposium on Security and Privacy (EuroS&P). Peer-reviewed.
KGP Meter: Communicating Kin Genomic Privacy to the Masses
Humbert Mathias, Dupertuis Didier, Cherubini Mauro, Huguenin Kévin, 2022/06. dans Proceedings of the IEEE European Symposium on Security and Privacy (EuroS&P). Peer-reviewed, IEEE.
Learning From the Past to Improve the Future : Value-Added Services as a Driver for Mass Adoption of Contact Tracing Apps
Naous Dana, Bonner Manus, Humbert Mathias, Legner Christine, 2022/02/14. Business and Information Systems Engineering. Peer-reviewed.
Leaky Forms: A Study of Email and Password Exfiltration Before Form Submission
Senol Asuman, Acar Gunes, Humbert Mathias, Borgesius Frederik Zuiderveen, 2022. pp. 1813-1830 dans 31st USENIX Security Symposium (USENIX Security 22). Peer-reviewed.
Are Those Steps Worth Your Privacy? Fitness-Tracker Users' Perceptions of Privacy and Utility
Velykoivanenko Lev, Salehzadeh Niksirat Kavous, Zufferey Noé, Humbert Mathias, Huguenin Kévin, Cherubini Mauro, 2021/12. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies (IMWUT)} / ACM Conference on Ubiquitous Computing (UbiComp), 5 (4) pp. 181:1-181:41. Peer-reviewed.
Interdependent Privacy
Humbert Mathias, Huguenin Kévin, 2021/02. p. 5 dans Jajodia Sushil, Samarati Pierangela, Yung Moti (eds.) Encyclopedia of Cryptography, Security and Privacy, Springer.
When Machine Unlearning Jeopardizes Privacy
Chen Min, Zhang Zhikun, Wang Tianhao, Backes Michael, Humbert Mathias, Zhang Yang, 2021. pp. 896-911 dans CCS ’21: 2021 ACM SIGSAC Conference on Computer and Communications Security. Peer-reviewed, ACM.
BAAAN: Backdoor Attacks Against Autoencoder and GAN-Based Machine Learning Models
Salem Ahmed, Sautter Yannick, Backes Michael, Humbert Mathias, Zhang Yang, 2020/10/08., Université de Lausanne, HEC Lausanne.
A Study on the Use of Checksums for Integrity Verification of Web Downloads
Meylan Alexandre, Cherubini Mauro, Chapuis Bertil, Humbert Mathias, Bilogrevic Igor, Huguenin Kévin, 2020/09. ACM Transactions on Privacy and Security, 4 (1) pp. 4:1-4:36. Peer-reviewed.
GenoShare: Supporting Privacy-Informed Decisions for Sharing Individual-Level Genetic Data.
Raisaro J.L., Troncoso-Pastoriza J.R., El-Zein Y., Humbert M., Troncoso C., Fellay J., Hubaux J.P., 2020/06/16. pp. 238-241 dans Digital Personalized Health and Medicine, IOS Press.
An Empirical Study of the Use of Integrity Verification Mechanisms for Web Subresources
Chapuis Bertil, Omolola Olamide, Cherubini Mauro, Humbert Mathias, Huguenin Kévin, 2020/04. pp. 34-45 dans Proceedings of the Web Conference (WWW). Peer-reviewed, ACM.
Contact Tracing: An Overview of Technologies and Cyber Risks
Legendre Franck, Humbert Mathias, Mermoud Alain, Lenders Vincent, 2020., Université de Lausanne, HEC Lausanne.
GenoShare: Supporting Privacy-Informed Decisions for Sharing Individual-Level Genetic Data
Raisaro Jean Louis, Troncoso-Pastoriza Juan Ramón, El-Zein Yamane, Humbert Mathias, Troncoso Carmela, Fellay Jacques, Hubaux Jean-Pierre, 2020. pp. 238-241 dans Pape-Haugaard Louise Bilenberg, Lovis Christian, Madsen Inge Cort, Weber Patrick, Nielsen Per Hostrup, Scott Philip (eds.) Digital Personalized Health and Medicine - Proceedings of MIE 2020, Medical Informatics Europe, Geneva, Switzerland, April 28 - May 1, 2020. Peer-reviewed, IOS Press.
Membership Inference Against DNA Methylation Databases
Hagestedt Inken, Humbert Mathias, Berrang Pascal, Lehmann Irina, Eils Roland, Backes Michael, Zhang Yang, 2020. pp. 509-520 dans IEEE European Symposium on Security and Privacy, EuroS&P 2020, Genoa, Italy, September 7-11, 2020. Peer-reviewed, IEEE.
Towards Mass Adoption of Contact Tracing Apps - Learning from Users’ Preferences to Improve App Design
Naous Dana, Bonner Manus, Humbert Mathias, Legner Christine, 2020., Université de Lausanne, HEC Lausanne.
Towards Plausible Graph Anonymization
Zhang Yang, Humbert Mathias, Surma Bartlomiej, Manoharan Praveen, Vreeken Jilles, Backes Michael, 2020. dans 27th Annual Network and Distributed System Security Symposium, NDSS 2020, San Diego, California, USA, February 23-26, 2020. Peer-reviewed, The Internet Society.
A Survey on Interdependent Privacy
Humbert Mathias, Trubert Benjamin, Huguenin Kévin, 2019/10. ACM Computing Surveys, 52 (6) pp. 122:1-122:40. Peer-reviewed.
The (Co-)Location Sharing Game: Benefits and Privacy Implications of (Co)-Location Sharing with Interdependences
Olteanu A.-M., Humbert M., Huguenin K., Hubaux J.-P., 2019/05. pp. 5-25 dans Proceedings on Privacy Enhancing Technologies. Peer-reviewed.
MBeacon: Privacy-Preserving Beacons for DNA Methylation Data
Hagestedt Inken, Zhang Yang, Humbert Mathias, Berrang Pascal, Tang Haixu, Wang XiaoFeng, Backes Michael, 2019. dans 26th Annual Network and Distributed System Security Symposium, NDSS 2019, San Diego, California, USA, February 24-27, 2019. Peer-reviewed, The Internet Society.
ML-Leaks: Model and Data Independent Membership Inference Attacks and Defenses on Machine Learning Models
Salem Ahmed, Zhang Yang, Humbert Mathias, Berrang Pascal, Fritz Mario, Backes Michael, 2019. dans 26th Annual Network and Distributed System Security Symposium, NDSS 2019, San Diego, California, USA, February 24-27, 2019. Peer-reviewed, The Internet Society.
On (The Lack Of) Location Privacy in Crowdsourcing Applications
Boukoros Spyros, Humbert Mathias, Katzenbeisser Stefan, Troncoso Carmela, 2019. pp. 1859-1876 dans Heninger Nadia, Traynor Patrick (eds.) 28th USENIX Security Symposium, USENIX Security 2019, Santa Clara, CA, USA, August 14-16, 2019. Peer-reviewed, USENIX Association.
Privacy-Preserving Similar Patient Queries for Combined Biomedical Data
Salem Ahmed, Berrang Pascal, Humbert Mathias, Backes Michael, 2019. Proc. Priv. Enhancing Technol., 2019 (1) pp. 47-67. Peer-reviewed.
Towards Usable Checksums: Automating the Integrity Verification of Web Downloads for the Masses
Cherubini M., Meylan A., Chapuis B., Humbert M., Bilogrevic I., Huguenin K., 2018/10. pp. 1256-1271 dans Proceedings of the 25th ACM Conference on Computer and Communications Security (CCS). Peer-reviewed, ACM.
Anonymisierungsverfahren für genetische Daten
Marnau Ninja, Berrang Pascal, Humbert Mathias, 2018. Datenschutz und Datensicherheit, 42 (2) pp. 83-88. Peer-reviewed.
Dissecting Privacy Risks in Biomedical Data
Berrang Pascal, Humbert Mathias, Zhang Yang, Lehmann Irina, Eils Roland, Backes Michael, 2018. pp. 62-76 dans 2018 IEEE European Symposium on Security and Privacy, EuroS&P 2018, London, United Kingdom, April 24-26, 2018. Peer-reviewed, IEEE.
Simulating the Large-Scale Erosion of Genomic Privacy Over Time
Backes Michael, Berrang Pascal, Humbert Mathias, Shen Xiaoyu, Wolf Verena, 2018. IEEE ACM Trans. Comput. Biol. Bioinform., 15 (5) pp. 1405-1412. Peer-reviewed.
Tagvisor: A Privacy Advisor for Sharing Hashtags
Zhang Yang, Humbert Mathias, Rahman Tahleen A., Li Cheng-Te, Pang Jun, Backes Michael, 2018. pp. 287-296 dans Champin Pierre-Antoine, Gandon Fabien, Lalmas Mounia, Ipeirotis Panagiotis G. (eds.) Proceedings of the 2018 World Wide Web Conference on World Wide Web, WWW 2018. Peer-reviewed, ACM.
Quantifying Interdependent Privacy Risks with Location Data
Olteanu A.-M., Huguenin K., Shokri R., Humbert M., Hubaux J.-P., 2017/03. IEEE Transactions on Mobile Computing, 16 (3) pp. 829-842. Peer-reviewed.
 
FairTest: Discovering Unwarranted Associations in Data-Driven Applications
Tramèr Florian, Atlidakis Vaggelis, Geambasu Roxana, Hsu Daniel J., Hubaux Jean-Pierre, Humbert Mathias, Juels Ari, Lin Huang, 2017. pp. 401-416 dans 2017 IEEE European Symposium on Security and Privacy, EuroS&P 2017, Paris, France, April 26-28, 2017. Peer-reviewed, IEEE.
 
Identifying Personal DNA Methylation Profiles by Genotype Inference
Backes Michael, Berrang Pascal, Bieg Matthias, Eils Roland, Herrmann Carl, Humbert Mathias, Lehmann Irina, 2017. pp. 957-976 dans 2017 IEEE Symposium on Security and Privacy, SP 2017, San Jose, CA, USA, May 22-26, 2017. Peer-reviewed, IEEE Computer Society.
 
Inference Attacks against Kin Genomic Privacy
Ayday Erman, Humbert Mathias, 2017. IEEE Secur. Priv., 15 (5) pp. 29-37. Peer-reviewed.
 
Quantifying Interdependent Risks in Genomic Privacy
Humbert Mathias, Ayday Erman, Hubaux Jean-Pierre, Telenti Amalio, 2017. ACM Trans. Priv. Secur., 20 (1) pp. 3:1–3:31. Peer-reviewed.
walk2friends: Inferring Social Links from Mobility Profiles
Backes Michael, Humbert Mathias, Pang Jun, Zhang Yang, 2017. pp. 1943-1957 dans Thuraisingham Bhavani M., Evans David, Malkin Tal, Xu Dongyan (eds.) Proceedings of the 2017 ACM SIGSAC Conference on Computer and Communications Security. Peer-reviewed, ACM.
 
Membership Privacy in MicroRNA-based Studies
Backes Michael, Berrang Pascal, Humbert Mathias, Manoharan Praveen, 2016. pp. 319-330 dans Weippl Edgar R., Katzenbeisser Stefan, Kruegel Christopher, Myers Andrew C., Halevi Shai (eds.) Proceedings of the 2016 ACM SIGSAC Conference on Computer and Communications Security, Vienna, Austria, October 24-28, 2016. Peer-reviewed, ACM.
 
Privacy in Epigenetics: Temporal Linkability of MicroRNA Expression Profiles
Backes Michael, Berrang Pascal, Hecksteden Anna, Humbert Mathias, Keller Andreas, Meyer Tim, 2016. pp. 1223-1240 dans Holz Thorsten, Savage Stefan (eds.) 25th USENIX Security Symposium, USENIX Security 16, Austin, TX, USA, August 10-12, 2016. Peer-reviewed, USENIX Association.
De-anonymizing Genomic Databases Using Phenotypic Traits
Humbert M., Huguenin K., Hugonot J., Ayday E., Hubaux J.-P., 2015/06. Proceedings on Privacy Enhancing Technologies, 2015 (2) pp. 99–114. Peer-reviewed.
 
On Non-cooperative Genomic Privacy
Humbert Mathias, Ayday Erman, Hubaux Jean-Pierre, Telenti Amalio, 2015. pp. 407-426 dans Böhme Rainer, Okamoto Tatsuaki (eds.) Financial Cryptography and Data Security - 19th International Conference, FC 2015, San Juan, Puerto Rico, January 26-30, 2015, Revised Selected Papers. Peer-reviewed, Springer.
 
Reconciling Utility with Privacy in Genomics
Humbert Mathias, Ayday Erman, Hubaux Jean-Pierre, Telenti Amalio, 2014. pp. 11-20 dans Ahn Gail-Joon, Datta Anupam (eds.) Proceedings of the 13th Workshop on Privacy in the Electronic Society, WPES 2014, Scottsdale, AZ, USA, November 3, 2014. Peer-reviewed, ACM.
 
Addressing the concerns of the lacks family: quantification of kin genomic privacy
Humbert Mathias, Ayday Erman, Hubaux Jean-Pierre, Telenti Amalio, 2013. pp. 1141-1152 dans Sadeghi Ahmad-Reza, Gligor Virgil D., Yung Moti (eds.) 2013 ACM SIGSAC Conference on Computer and Communications Security, CCS’13, Berlin, Germany, November 4-8, 2013. Peer-reviewed, ACM.
 
Nowhere to Hide: Navigating around Privacy in Online Social Networks
Humbert Mathias, Studer Théophile, Grossglauser Matthias, Hubaux Jean-Pierre, 2013. pp. 682-699 dans Crampton Jason, Jajodia Sushil, Mayes Keith (eds.) Computer Security - ESORICS 2013 - 18th European Symposium on Research in Computer Security, Egham, UK, September 9-13, 2013. Proceedings. Peer-reviewed, Springer.
 
Collaborative Location Privacy with Rational Users
Santos Francisco, Humbert Mathias, Shokri Reza, Hubaux Jean-Pierre, 2011. pp. 163-181 dans Baras John S., Katz Jonathan, Altman Eitan (eds.) Decision and Game Theory for Security - Second International Conference, GameSec 2011, College Park, MD, Maryland, USA, November 14-15, 2011. Proceedings. Peer-reviewed, Springer.
 
One-to-n scrip systems for cooperative privacy-enhancing technologies
Humbert Mathias, Manshaei Mohammad Hossein, Hubaux Jean-Pierre, 2011. pp. 682-692 dans 49th Annual Allerton Conference on Communication, Control, and Computing, Allerton 2011, Allerton Park & Retreat Center, Monticello, IL, USA, 28-30 September, 2011. Peer-reviewed, IEEE.
 
Tracking Games in Mobile Networks
Humbert Mathias, Manshaei Mohammad Hossein, Freudiger Julien, Hubaux Jean-Pierre, 2010. pp. 38-57 dans Alpcan Tansu, Buttyán Levente, Baras John S. (eds.) Decision and Game Theory for Security - First International Conference, GameSec 2010, Berlin, Germany, November 22-23, 2010. Proceedings. Peer-reviewed, Springer.
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