Publications
Warning : currently in construction, see the following profiles for a more detailed list of my publications:
Journal
- Voncarlos M. Araújo, Ankita Shukla, Clément Chion, Sébastien Gambs and Robert Michaud. Machine-Learning Approach for Automatic Detection of Wild Beluga Whales from Hand-Held Camera Pictures. Sensors 22(11): 4107 (2022).
- Ulrich Aïvodji, François Bidet, Sébastien Gambs, Rosin Claude Ngueveu and Alain Tapp. Local data debiasing for fairness based on generative adversarial training. Algorithms 14(3): 87 (2021). HTML
- Yves-Alexandre de Montjoye, Sébastien Gambs, Vincent Blondel, Geoffrey Canright, Nicolas de Cordes, Sébastien Deletaille, Kenth Engø-Monsen, Manuel Garcia-Herranz, Jake Kendall, Cameron Kerry, Gautier Krings, Emmanuel Letouzé, Miguel Luengo-Oroz, Nuria Oliver, Luc Rocher, Alex Rutherford, Zbigniew Smoreda, Jessica Steele, Erik Wetter, Alex “Sandy” Pentland and Linus Bengtsson. On the privacy-conscientious use of mobile phone data. Scientific Data. Issue 5 (2018). HTML
- Ehab ElSalamouny and Sébastien Gambs. Optimal noise functions for location privacy on continuous regions. International Journal of Information Security: 613-630 (2018). PDF
- Mohammad Alaggan, Mathieu Cunche and Sébastien Gambs. Privacy-preserving Wi-Fi Analytics. PoPETs 2018(2): 4-26 (2018). HTML
- Hugo Cyr, Sébastien Gambs and Marie-Jean Meurs. Pour un développement plus égalitaire de l’IA. Options politiques / Policy options (2018). HTML
- Alaggan Mohammad, Gambs Sébastien and Kermarrec Anne-Marie. Heterogeneous differential privacy. Journal of Privacy and Confidentiality, volume 7, issue 2, article 7, January 2017. PDF
- Aïvodji Ulrich Matchi, Gambs Sébastien, Huguet Marie-Jo and Killijian Marc-Olivier. Meeting points in ridesharing : A privacy-preserving approach. Transportation Research Part C : Emerging Technologies, volume 72, Elsevier, pp. 239-253, November 2016.
- Ehab ElSalamouny and Sébastien Gambs. Differential Privacy Models for Location-Based Services. Transactions on Data Privacy 9(1): 15-48 (2016) PDF
- Sébastien Gambs, Marc-Olivier Killijian and Miguel Núñez del Prado Cortez. De-anonymization attack on geolocated data. Journal of Computer and System Sciences 80(8): 1597-1614 (2014). HTML
- Jesus Friginal, Sébastien Gambs, Jérémie Guiochet and Marc-Olivier Killijian. Towards privacy-driven design of a dynamic carpooling system. Pervasive and Mobile Computing 14: 71-82 (2014). HTML
- Ghada Arfaoui, Guillaume Dabosville, Sébastien Gambs, Patrick Lacharme and Jean-François Lalande. A privacy-preserving NFC mobile pass for transport systems. ICST Transactions on Mobile Communications Applications 2(5): e4 (2014). HTML
- Emmanuelle Anceaume, Yann Busnel, Sébastien Gambs. On the power of the adversary to solve the node sampling problem. Transactions on Large-Scale Datasets and Knowledge-Centered Systems 11: 102-126 (2013). HTML
- Esma Aïmeur, Gilles Brassard and Sébastien Gambs. Quantum speed-up for unsupervised learning. Machine Learning 90(2): 261-287 (2013). HTML
- Esma Aïmeur, Gilles Brassard, Sébastien Gambs and David Schönfeld. P3ERS: Privacy-Preserving PEer Review System. Transactions on Data Privacy 5(3): 553-578 (2012). HTML
- Sébastien Gambs, Marc-Olivier Killijian and Miguel Núñez del Prado Cortez. Show me how you move and I will tell you who you are. Transactions on Data Privacy 4(2): 103-126 (2011). HTML
- Yves Deswarte and Sébastien Gambs. A proposal for a privacy-preserving national identity card. Transactions on Data Privacy 3(3): 253-276 (2010). HTML
- Sébastien Gambs, Balázs Kégl and Esma Aïmeur. Privacy-preserving boosting. Data Mining and Knowledge Discovery 14(1): 131-170 (2007). HTML
Conference
- Ulrich Aïvodji, Julien Ferry, Sébastien Gambs, Marie-José Huguet and Mohamed Siala. Leveraging Integer Linear Programming to Learn Optimal Fair Rule Lists. CPAIOR: 103-119 (2022).
- Héber Hwang Arcolezi, Jean-François Couchot, Sébastien Gambs, Catuscia Palamidessi and Majid Zolfaghari. Multi-Freq-LDPy: Multiple Frequency Estimation Under Local Differential Privacy in Python. ESORICS (3): 770-775 (2022).
- Ali Shahin Shamsabadi, Mohammad Yaghini, Natalie Dullerud, Sierra Calanda Wyllie, Ulrich Aïvodji, Aisha Alaagib, Sébastien Gambs and Nicolas Papernot. Washing The Unwashable : On The (Im)possibility of Fairwashing Detection. NeurIPS (2022).
- Ulrich Aïvodji, Hiromi Arai, Sébastien Gambs and Satoshi Hara. Characterizing the risk of fairwashing. Accepted for publication at NeurIPS (2021). HTML
- Sébastien Gambs, Frédéric Ladouceur, Antoine Laurent and Alexandre Roy-Gaumond. Growing synthetic data through differentially-private vine copulas. Proceedings on Privacy Enhancing Technologies (PETS 2021). 2021(3): pp. 122-141. HTML
- Ulrich Aïvodji, Julien Ferry, Sébastien Gambs, Marie-José Huguet and Mohamed Siala. FairCORELS, an open-source library for learning fair rule lists (demonstration paper). Proceedings of the 30th ACM International Conference on Information & Knowledge Management (CIKM 2021), pp. 4665-4669. HTML
- Antoine Boutet, Carole Frindel, Sébastien Gambs, Théo Jourdan and Rosin Claude Ngueveu. DySan: Dynamically sanitizing motion sensor data against sensitive inferences through adversarial networks. Proceedings of the 2021 ACM Asia Conference on Computer and Communications Security (AsiaCCS 2021) : 672-686. HTML
- Antoine Boutet and Sébastien Gambs. Inspect what your location history reveals about you: Raising user awareness on privacy threats associated with disclosing his location data (demonstration paper). Proceedings of the 28th ACM International Conference on Information and Knowledge Management (CIKM 2019), pp. 2861-2864.
- Ulrich Aïvodji, Hiromi Arai, Olivier Fortineau, Sébastien Gambs, Satoshi Hara and Alain Tapp. Fairwashing: the risk of rationalization. Accepted for publication at the International Conference on Machine Learning (ICML) 2019. HTML
- Sébastien Gambs. Privacy and ethical challenges in Big Data (invited). Proceedings of the 11th International Symposium on Foundations and Practice of Security (FPS 2018), pp. 17-26.
- Sébastien Gambs, Julien Lolive and Jean-Marc Robert. Entwining Sanitization and Personalization on Databases. Proceedings of the 2018 on Asia Conference on Computer and Communications Security (AsiaCCS 2018), pp 207-219.
- Gildas Avoine, Xavier Bultel, Sébastien Gambs, David Gérault, Pascal Lafourcade, Cristina Onete, Jean-Marc Robert: A Terrorist-fraud Resistant and Extractor-free Anonymous Distance-bounding Protocol. Proceedings of the 2017 on Asia Conference on Computer and Communications Security (AsiaCCS 2017), pp. 800-814.
- Brunet Solenn, Canard Sébastien, Gambs Sébastien and Olivier Baptiste. Novel differentially private mechanisms for graphs. Proceedings of the 14th Annual Conference on Privacy, Security and Trust (PST’16), Auckland, New-Zealand, December 2016.
- Esma Aïmeur, Sébastien Gambs and Cheu Yien Yep. An empirical study on GSN usage intention: Factors influencing the adoption of geo-social networks. Proceeding of the 11th International Conference on Availability, Reliability and Security (ARES 2016), pp. 241-246.
- Xavier Bultel, Sébastien Gambs, David Gerault, Pascal Lafourcade, Cristina Onete and Jean-Marc Robert. A prover-anonymous and terrorist-fraud resistant distance-bounding protocol. Proceedings of the 9th ACM Conference on Security and Privacy in Wireless and Mobile Networks WISEC 2016), pp. 121-133.
- Amira Barki, Solenn Brunet, Nicolas Desmoulins, Sébastien Gambs, Saïd Gharout and Jacques Traoré. Private eCash in practice (short paper). Proceedings of the 20th International Conference on Financial Cryptography and Data Security (FC 2016), pp. 99-109.
Workshop
Report
- Privacy and AI Ethics – Understanding the convergences and tensions for the responsible development of machine learning. Final report from a project that has received funding support through the Office of the Privacy Commissioner of Canada’s Contributions Program. PDF
- Marie-Luc Arpin and Sébastien Gambs. Synthèse des états de l’art sur les enjeux éthiques de la ville intelligente : Une perspective des paradoxes. Rapport préparé dans le cadre du Programme innovation du Ministère de l’économie et de l’innovation (MÉI) du Québec. PDF