publications

2020

  1. EuroS&P
    Membership Inference Against DNA Methylation Databases
    Hagestedt, Inken, Humbert, Mathias,  Berrang, Pascal, Lehmann, Irina, Eils, Roland, Backes, Michael, and Zhang, Yang
    In Proceedings of the 2020 IEEE European Symposium on Security and Privacy (EuroS&P) 2020

2019

  1. NDSS
    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, and Backes, Michael
    In Proceedings of the 26th Annual Network and Distributed System Security Symposium (NDSS) 2019
  2. NDSS
    MBeacon: Privacy-Preserving Beacons for DNA Methylation Data
    Hagestedt, Inken, Zhang, Yang, Humbert, Mathias,  Berrang, Pascal, Tang, Haixu, Wang, XiaoFeng, and Backes, Michael
    In Proceedings of the 26th Annual Network and Distributed System Security Symposium (NDSS) 2019
  3. CVCBT
    Albatross ‚Äď An optimistic consensus algorithm
    Berrang, Pascal, Styp-Rekowsky, Philipp, Wissfeld, Marvin, França, Bruno, and Trinkler, Reto
    In Proceedings of the Crypto Valley Conference on Blockchain Technology (CVCBT) 2019
  4. PoPETs
    Privacy-Preserving Similar Patient Queries for Combined Biomedical Data
    Salem, Ahmed,  Berrang, Pascal, Humbert, Mathias, and Backes, Michael
    Proceedings on Privacy Enhancing Technologies (PoPETs) 2019

2018

  1. PiMLAI
    Revisiting Membership Inference Attacks Against Machine Learning Models
    Salem, Ahmed, Zhang, Yang, Humbert, Mathias,  Berrang, Pascal, Fritz, Mario, and Backes, Michael
    In Privacy in Machine Learning and Artificial Intelligence (PiMLAI) 2018
  2. EuroS&P
    Dissecting Privacy Risks in Biomedical Data
    Berrang, Pascal, Humbert, Mathias, Zhang, Yang, Lehmann, Irina, Eils, Roland, and Backes, Michael
    In Proceedings of the 2018 IEEE European Symposium on Security and Privacy (EuroS&P) 2018

2017

  1. S&P
    Identifying Personal DNA Methylation Profiles by Genotype Inference
    Backes, Michael,  Berrang, Pascal, Bieg, Matthias, Eils, Roland, Herrmann, Carl, Humbert, Mathias, and Lehmann, Irina
    In Proceedings of the 38th IEEE Symposium on Security and Privacy (S&P) 2017

2016

  1. USENIX
    Privacy in Epigenetics: Temporal Linkability of MicroRNA Expression Profiles
    Backes, Michael,  Berrang, Pascal, Hecksteden, Anne, Humbert, Mathias, Keller, Andreas, and Meyer, Tim
    In Proceedings of the 25th USENIX Security Symposium (Security) 2016
  2. CCS
    Membership Privacy in MicroRNA-based Studies
    Backes, Michael,  Berrang, Pascal, Humbert, Mathias, and Manoharan, Praveen
    In Proceedings of the 23rd ACM Conference on Computer and Communication Security (CCS) 2016
  3. UEOP
    On Epigenomic Privacy: Tracking Personal MicroRNA Expression Profiles over Time
    Backes, Michael,  Berrang, Pascal, Hecksteden, Anne, Humbert, Mathias, Keller, Andreas, and Meyer, Tim
    In Workshop on Understanding and Enhancing Online Privacy (UEOP), affiliated with NDSS 2016
  4. GenoPri
    Simulating the Large-scale Erosion of Genomic Privacy Over Time
    Backes, Michael,  Berrang, Pascal, Humbert, Mathias, Shen, Xiaoyu, and Wolf, Verena
    In 3rd International Workshop on Genome Privacy and Security (GenoPri), Selected for publication in IEEE/ACM Transactions on Computational Biology and Bioinformatics 2016
  5. From Zoos to Safaris ‚Äď From Closed-World Enforcement to Open-World Assessment of Privacy
    Backes, Michael,  Berrang, Pascal, and Manoharan, Praveen
    In 3rd International Workshop on Genome Privacy and Security (GenoPri), Selected for publication in IEEE/ACM Transactions on Computational Biology and Bioinformatics 2016
  6. WPES
    Profile Linkability despite Anonymity in Social Media Systems
    Backes, Michael,  Berrang, Pascal, Goga, Oana, Gummadi, Krishna, and Manoharan, Praveen
    In Proceedings of the 15th ACM Workshop on Privacy in the Electronic Society (WPES) 2016

2015

  1. How well do you blend into the crowd?
    Backes, Michael,  Berrang, Pascal, and Manoharan, Praveen
    d-convergence: assessing identity disclosure risks in large-open scale web settings 2015

2012

  1. A comparative analysis of decentralized power grid stabilization strategies
    Hartmanns, Arnd, Hermanns, Holger, and Berrang, Pascal
    In Proceedings of the Winter Simulation Conference 2012
  2. Dependability results for power grids with decentralized stabilization strategies
    Berrang, Pascal, Bogdoll, Jonathan, Moritz, Ernst Hahn, Hartmanns, Arnd, and Hermanns, Holger
    AVACS Technical Report 2012