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Intel SGX (Software Guard Extension) is a promising TEE (trusted execution environment) technique that can protect programs running in user space from being maliciously accessed by the host operating system. Although it provides hardware…

Cryptography and Security · Computer Science 2022-08-24 Yang Chen , Jianfeng Jiang , Shoumeng Yan , Hui Xu

Formal methods are, in principle, suited for supporting the recent paradigm of privacy by design, but no overview is available that summarizes which particular approaches have been investigated, for which application domains they are…

Cryptography and Security · Computer Science 2019-03-28 Sibylle Schupp

Privacy of machine learning models is one of the remaining challenges that hinder the broad adoption of Artificial Intelligent (AI). This paper considers this problem in the context of image datasets containing faces. Anonymization of such…

Computer Vision and Pattern Recognition · Computer Science 2022-12-29 Minh-Ha Le , Niklas Carlsson

As privacy regulations become more stringent and access to real-world data becomes increasingly constrained, synthetic data generation has emerged as a vital solution, especially for tabular datasets, which are central to domains like…

Machine Learning · Computer Science 2025-07-17 Raju Challagundla , Mohsen Dorodchi , Pu Wang , Minwoo Lee

This paper describes privacy-preserving approaches for the statistical analysis. It describes motivations for privacy-preserving approaches for the statistical analysis of sensitive data, presents examples of use cases where such methods…

Differential privacy is a promising approach to privacy preserving data analysis with a well-developed theory for functions. Despite recent work on implementing systems that aim to provide differential privacy, the problem of formally…

Cryptography and Security · Computer Science 2011-01-17 Michael Carl Tschantz , Dilsun Kaynar , Anupam Datta

Binary program analysis represents a fundamental pillar of modern system security. Fine-grained methodologies like dynamic taint analysis still suffer from deployment complexity and performance overhead despite significant progress.…

Software Engineering · Computer Science 2026-02-04 Zhangbo Long , Letian Sha , Jiaye Pan , Haiping Huang , Dongpeng Xu , Yifei Huang , Fu Xiao

The design and development process for Internet of Things (IoT) applications is more complicated than for desktop, mobile, or web applications. IoT applications require both software and hardware to work together across multiple different…

Software Engineering · Computer Science 2020-12-01 Charith Perera , Mahmoud Barhamgi , Massimo Vecchio

Recently, a number of approaches and techniques have been introduced for reporting software statistics with strong privacy guarantees. These range from abstract algorithms to comprehensive systems with varying assumptions and built upon…

Cryptography and Security · Computer Science 2020-01-14 Úlfar Erlingsson , Vitaly Feldman , Ilya Mironov , Ananth Raghunathan , Shuang Song , Kunal Talwar , Abhradeep Thakurta

Static analysis is a growing application of software engineering, leading to a range of essential security tools, bug-finding tools, as well as software verification. Recent years show an increase of universal static analysis tools that…

Programming Languages · Computer Science 2024-04-22 Avi Hayoun , Veselin Raychev , Jack Hair

Although the importance of using static analysis to detect taint-style vulnerabilities in Linux-based embedded firmware is widely recognized, existing approaches are plagued by three major limitations. (a) Approaches based on symbolic…

Cryptography and Security · Computer Science 2021-09-28 Kai Cheng , Tao Liu , Le Guan , Peng Liu , Hong Li , Hongsong Zhu , Limin Sun

The mass production of complex software has made it impossible to manually test it for security vulnerabilities. Automated security testing tools come in a variety of flavors, function at various stages of software development, and target…

Software Engineering · Computer Science 2023-01-18 Yan Wu , Jingyi Su , David D. Moran , Chris D. Near

In this paper, we present TILT, a transparency information language and toolkit explicitly designed to represent and process transparency information in line with the requirements of the GDPR and allowing for a more automated and adaptive…

Computers and Society · Computer Science 2022-09-26 Elias Grünewald , Frank Pallas

Biometric data contains distinctive human traits such as facial features or gait patterns. The use of biometric data permits an individuation so exact that the data is utilized effectively in identification and authentication systems. But…

Cryptography and Security · Computer Science 2024-07-10 Simon Hanisch , Julian Todt , Jose Patino , Nicholas Evans , Thorsten Strufe

Software composition analysis (SCA) denotes the process of identifying open-source software components in an input software application. SCA has been extensively developed and adopted by academia and industry. However, we notice that the…

Software Engineering · Computer Science 2024-12-03 Huaijin Wang , Zhibo Liu , Yanbo Dai , Shuai Wang , Qiyi Tang , Sen Nie , Shi Wu

For the formal verification of a network security policy, it is crucial to express the verification goals. These formal goals, called security invariants, should be easy to express for the end user. Focusing on access control and…

Cryptography and Security · Computer Science 2016-04-04 Cornelius Diekmann , Stephan-A. Posselt , Heiko Niedermayer , Holger Kinkelin , Oliver Hanka , Georg Carle

The importance of information security dramatically increased and will further grow due to the shape and nature of the modern computing industry. Software is published at a continuously increasing pace. The Internet of Things and security…

Cryptography and Security · Computer Science 2022-05-10 Mattia Paccamiccio , Leonardo Mostarda

This work aims to show the applicability, and how, of privacy by design approach to biometric systems and the benefit of using formal methods to this end. Starting from a general framework that has been introduced at STM in 2014, that…

Cryptography and Security · Computer Science 2017-03-03 Julien Bringer , Herve Chabanne , Daniel Le Metayer , Roch Lescuyer

This paper proposes a frictionless authentication system, provides a comprehensive security analysis of and proposes potential solutions for this system. It first presents a system that allows users to authenticate to services in a…

Cryptography and Security · Computer Science 2018-02-21 Mustafa A. Mustafa , Aysajan Abidin , Enrique Argones Rúa

The analysis of the privacy properties of Privacy-Preserving Ads APIs is an area of research that has received strong interest from academics, industry, and regulators. Despite this interest, the empirical study of these methods is hindered…

Cryptography and Security · Computer Science 2025-07-01 Travis Dick , Alessandro Epasto , Adel Javanmard , Josh Karlin , Andres Munoz Medina , Vahab Mirrokni , Sergei Vassilvitskii , Peilin Zhong