Quantitative Security Analysis for Multi-threaded Programs

Minh Tri Ngo, Marieke Huisman

    Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

    3 Citations (Scopus)
    93 Downloads (Pure)


    Quantitative theories of information flow give us an approach to relax the absolute confidentiality properties that are difficult to satisfy for many practical programs. The classical information-theoretic approaches for sequential programs, where the program is modeled as a communication channel with only input and output, and the measure of leakage is based on the notions of initial uncertainty and remaining uncertainty after observing the final outcomes, are not suitable to multi-threaded programs. Besides, the information-theoretic approaches have been also shown to conflict with each other when comparing programs. Reasoning about the exposed information flow of multi-threaded programs is more complicated, since the outcomes of such programs depend on the scheduler policy, and the leakages in intermediate states also contribute to the overall leakage of the program. This paper proposes a novel model of quantitative analysis for multi-threaded programs that also takes into account the effect of observables in intermediate states along the trace. We define a notion of the leakage of a program trace. Given the fact that the execution of a multi-threaded program is typically described by a set of traces, the leakage of a program under a specific scheduler is computed as the expected value of the leakages of all possible traces. Examples are given to compare our approach with the existing approaches.
    Original languageEnglish
    Title of host publicationProceedings 11th International Workshop on Quantitative Aspects of Programming Languages and Systems
    EditorsLuca Bortolussi, Herbert Wiklicky
    Place of PublicationAustralia
    PublisherOpen Publishing Association
    Number of pages15
    Publication statusPublished - 11 Jun 2013
    Event11th International Workshop on Quantitative Aspects of Programming Languages and Systems, QAPL 2013 - Rome, Italy
    Duration: 23 Mar 201324 Mar 2013
    Conference number: 11

    Publication series

    NameElectronic Proceedings in Theoretical Computer Science
    PublisherOpen Publishing Association
    ISSN (Electronic)2075-2180


    Workshop11th International Workshop on Quantitative Aspects of Programming Languages and Systems, QAPL 2013
    Abbreviated titleQAPL 2013
    Internet address


    • EWI-23290
    • IR-86228
    • METIS-297619
    • Security
    • Quantative Analysis
    • Multi-threaded programs


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