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We introduce a new perspective into the field of quantitative information flow (QIF) analysis that invites the community to bound the leakage, reported by QIF quantifiers, by a range consistent with the size of a program's secret input…

密码学与安全 · 计算机科学 2012-06-06 Sari Haj Hussein

Quantitative information flow (QIF) is concerned with assessing the leakage of information in computational systems. In QIF there are two main perspectives for the quantification of leakage. On one hand, the static perspective considers all…

密码学与安全 · 计算机科学 2025-10-27 Luigi D. C. Soares , Mário S. Alvim , Natasha Fernandes

Quantitative information flow (QIF) is traditionally defined as the expected value of information leakage over all feasible program runs and it fails to identify vulnerable programs where only limited number of runs leak large amount of…

密码学与安全 · 计算机科学 2019-05-14 Bao Trung Chu , Kenji Hashimoto , Hiroyuki Seki

A program is non-interferent if it leaks no secret information to an observable output. However, non-interference is too strict in many practical cases and quantitative information flow (QIF) has been proposed and studied in depth.…

密码学与安全 · 计算机科学 2019-10-23 Bao Trung Chu , Kenji Hashimoto , Hiroyuki Seki

We put forward a model of action-based randomization mechanisms to analyse quantitative information flow (QIF) under generic leakage functions, and under possibly adaptive adversaries. This model subsumes many of the QIF models proposed so…

计算机科学中的逻辑 · 计算机科学 2019-03-14 M. Boreale , Francesca Pampaloni

We present a novel formal system for proving quantitative-leakage properties of programs. Based on a theory of Quantitative Information Flow (QIF) that models information leakage as a noisy communication channel, it uses "gain-functions"…

计算机科学中的逻辑 · 计算机科学 2025-06-17 Chris Chen , Annabelle McIver , Carroll Morgan

Leakage of confidential information represents a serious security risk. Despite a number of novel, theoretical advances, it has been unclear if and how quantitative approaches to measuring leakage of confidential information could be…

密码学与安全 · 计算机科学 2010-07-07 Jonathan Heusser , Pasquale Malacaria

Traditional approaches to Quantitative Information Flow (QIF) represent the adversary's prior knowledge of possible secret values as a single probability distribution. This representation may miss important structure. For instance,…

密码学与安全 · 计算机科学 2017-01-24 Mário S. Alvim , Piotr Mardziel , Michael Hicks

This paper concerns the analysis of information leaks in security systems. We address the problem of specifying and analyzing large systems in the (standard) channel model used in quantitative information flow (QIF). We propose several…

密码学与安全 · 计算机科学 2018-07-10 Arthur Américo , Mário S. Alvim , Annabelle McIver

The study of leakage measures for privacy has been a subject of intensive research and is an important aspect of understanding how privacy leaks occur in computer systems. Differential privacy has been a focal point in the privacy community…

信息论 · 计算机科学 2023-05-19 Natasha Fernandes , Annabelle McIver , Parastoo Sadeghi

Quantitative Information Flow (QIF) provides a robust information-theoretical framework for designing secure systems with minimal information leakage. While previous research has addressed the design of such systems under hard constraints…

密码学与安全 · 计算机科学 2024-11-18 Andreas Athanasiou , Konstantinos Chatzikokolakis , Catuscia Palamidessi

In a software system it is possible to quantify the amount of information that is leaked or corrupted by analysing the flows of information present in the source code. In a cyber-physical system, information flows are not only present at…

密码学与安全 · 计算机科学 2017-08-17 Eric Rothstein Morris , Carlos G. Murguia , Martín Ochoa

Quantitative information flow analyses (QIF) are a class of techniques for measuring the amount of confidential information leaked by a program to its public outputs. Shannon entropy is an important method to quantify the amount of leakage…

人工智能 · 计算机科学 2026-02-19 Yong Lai , Haolong Tong , Zhenghang Xu , Minghao Yin

Information flow analysis is a powerful technique for reasoning about the sensitive information exposed by a program during its execution. While past work has proposed information theoretic metrics (e.g., Shannon entropy, min-entropy,…

密码学与安全 · 计算机科学 2010-09-22 Ji Zhu , Mudhakar Srivatsa

Information flow is the branch of security that studies the leakage of information due to correlation between secrets and observables. Since in general such correlation cannot be avoided completely, it is important to quantify the leakage.…

计算机科学中的逻辑 · 计算机科学 2023-06-22 Yusuke Kawamoto , Konstantinos Chatzikokolakis , Catuscia Palamidessi

The enormous amount of code required to design modern hardware implementations often leads to critical vulnerabilities being overlooked. Especially vulnerabilities that compromise the confidentiality of sensitive data, such as cryptographic…

密码学与安全 · 计算机科学 2021-12-23 Lennart M. Reimann , Luca Hanel , Dominik Sisejkovic , Farhad Merchant , Rainer Leupers

The advantages of quantum information processing are in many cases obtained as consequences of quantum interactions, especially for computational tasks where two-qubit interactions are essential. In this work, we establish the framework of…

量子物理 · 物理学 2019-09-11 Sudipto Singha Roy , Joonwoo Bae

Leakage errors arise when the quantum state leaks out of some subspace of interest, for example, the two-level subspace of a multi-level system defining a computational `qubit' or the logical code space defined by some quantum…

量子物理 · 物理学 2016-04-18 Joel J. Wallman , Marie Barnhill , Joseph Emerson

Leakage errors are unwanted transfer of population outside of a defined computational subspace and they occur in almost every platform for quantum computing. While prevalent, leakage is often overlooked when measuring and reporting the…

量子物理 · 物理学 2025-10-20 Yi-Hsiang Chen , Charles H. Baldwin

We prove a lower bound on the information leakage of any classical protocol computing the equality function in the simultaneous message passing (SMP) model. Our bound is valid in the finite length regime and is strong enough to demonstrate…

计算复杂性 · 计算机科学 2016-07-27 Juan Miguel Arrazola , Dave Touchette
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