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Mathias Humbert
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ML-leaks: Model and data independent membership inference attacks and defenses on machine learning models
A Salem, Y Zhang, M Humbert, P Berrang, M Fritz, M Backes
Annual Network and Distributed System Security Symposium (NDSS), 2019
8822019
Addressing the concerns of the lacks family: quantification of kin genomic privacy
M Humbert, E Ayday, JP Hubaux, A Telenti
Proceedings of the 2013 ACM SIGSAC conference on Computer & communications …, 2013
2262013
Fairtest: Discovering unwarranted associations in data-driven applications
F Tramer, V Atlidakis, R Geambasu, D Hsu, JP Hubaux, M Humbert, ...
2017 IEEE European Symposium on Security and Privacy (EuroS&P), 401-416, 2017
1962017
When machine unlearning jeopardizes privacy
M Chen, Z Zhang, T Wang, M Backes, M Humbert, Y Zhang
Proceedings of the 2021 ACM SIGSAC conference on computer and communications …, 2021
1802021
Membership privacy in MicroRNA-based studies
M Backes, P Berrang, M Humbert, P Manoharan
Proceedings of the 2016 ACM SIGSAC Conference on Computer and Communications …, 2016
1652016
walk2friends: Inferring social links from mobility profiles
M Backes, M Humbert, J Pang, Y Zhang
Proceedings of the 2017 ACM SIGSAC Conference on Computer and Communications …, 2017
1352017
Quantifying interdependent privacy risks with location data
AM Olteanu, K Huguenin, R Shokri, M Humbert, JP Hubaux
IEEE Transactions on Mobile Computing 16 (3), 829-842, 2016
1202016
Graph unlearning
M Chen, Z Zhang, T Wang, M Backes, M Humbert, Y Zhang
Proceedings of the 2022 ACM SIGSAC conference on computer and communications …, 2022
982022
A Survey on Interdependent Privacy
M Humbert, B Trubert, K Huguenin
ACM Computing Surveys (CSUR) 52 (6), 1-40, 2020
922020
De-anonymizing genomic databases using phenotypic traits
M Humbert, K Huguenin, J Hugonot, E Ayday, JP Hubaux
15th Privacy Enhancing Technologies Symposium (PETS) 2015 (2), 99-114, 2015
792015
MBeacon: Privacy-preserving beacons for DNA methylation data
I Hagestedt, Y Zhang, M Humbert, P Berrang, T Haixu, W XiaoFeng, ...
562019
Quantifying interdependent risks in genomic privacy
M Humbert, E Ayday, JP Hubaux, A Telenti
ACM Transactions on Privacy and Security (TOPS) 20 (1), 1-31, 2017
562017
Reconciling utility with privacy in genomics
M Humbert, E Ayday, JP Hubaux, A Telenti
Proceedings of the 13th Workshop on Privacy in the Electronic Society, 11-20, 2014
522014
Tagvisor: A privacy advisor for sharing hashtags
Y Zhang, M Humbert, T Rahman, CT Li, J Pang, M Backes
Proceedings of the 2018 World Wide Web Conference, 287-296, 2018
512018
Identifying personal DNA methylation profiles by genotype inference
M Backes, P Berrang, M Bieg, R Eils, C Herrmann, M Humbert, I Lehmann
2017 IEEE symposium on security and privacy (SP), 957-976, 2017
412017
Tracking games in mobile networks
M Humbert, MH Manshaei, J Freudiger, JP Hubaux
Decision and Game Theory for Security: First International Conference …, 2010
412010
Inference attacks against kin genomic privacy
E Ayday, M Humbert
IEEE Security & Privacy 15 (5), 29-37, 2017
392017
On (the lack of) location privacy in crowdsourcing applications
S Boukoros, M Humbert, S Katzenbeisser, C Troncoso
28th USENIX Security Symposium (USENIX Security 19), 1859-1876, 2019
372019
Technology and workforce: Comparison between the information revolution and the industrial revolution
M Humbert
362007
Baaan: Backdoor attacks against autoencoder and gan-based machine learning models
A Salem, Y Sautter, M Backes, M Humbert, Y Zhang
arXiv preprint arXiv:2010.03007, 2020
352020
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