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Dynamic taint analysis (DTA), as a fundamental analysis technique, is widely used in security, privacy, and diagnosis, etc. As DTA demands to collect and analyze massive taint data online, it suffers extremely high runtime overhead. Over…

Cryptography and Security · Computer Science 2024-02-28 Yiyu Zhang , Tianyi Liu , Yueyang Wang , Yun Qi , Kai Ji , Jian Tang , Xiaoliang Wang , Xuandong Li , Zhiqiang Zuo

Dataflow tracking with Dynamic Taint Analysis (DTA) is an important method in systems security with many applications, including exploit analysis, guided fuzzing, and side-channel information leak detection. However, DTA is fundamentally…

Cryptography and Security · Computer Science 2021-02-25 Gabriel Ryan , Abhishek Shah , Dongdong She , Koustubha Bhat , Suman Jana

Dynamic taint analysis (DTA) is widely used by various applications to track information flow during runtime execution. Existing DTA techniques use rule-based taint-propagation, which is neither accurate (i.e., high false positive) nor…

Cryptography and Security · Computer Science 2019-09-04 Dongdong She , Yizheng Chen , Abhishek Shah , Baishakhi Ray , Suman Jana

Information flows are intrinsic properties of an multi-stage manufacturing systems (MMS). In computer security, a basic information flow tracking technique is dynamic taint analysis (DTA). DTA tracks taint propagation from one data variable…

Cryptography and Security · Computer Science 2021-09-28 Tao Liu , Bowen Yang , Qi Li , Jin Ye , Wenzhan Song , Peng Liu

Data-flow testing (DFT) aims to detect potential data interaction anomalies by focusing on the points at which variables receive values and the points at which these values are used. Such test objectives are referred as \emph{def-use…

Software Engineering · Computer Science 2019-04-02 Ting Su , Chengyu Zhang , Yichen Yan , Lingling Fan , Geguang Pu , Yang Liu , Zhoulai Fu , Zhendong Su

Dynamic Information Flow Tracking (DIFT) is a technique to track potential security vulnerabilities in software and hardware systems at run time. The last fifteen years have seen a lot of research work on DIFT, including both hardware-based…

Cryptography and Security · Computer Science 2019-11-14 Ali Jahanshahi

Memory corruption attacks remain the primary threat for computer security. Information flow tracking or taint analysis has been proven to be effective against most memory corruption attacks. However, there are two shortcomings with current…

Cryptography and Security · Computer Science 2015-03-13 Pankaj Kohli

Dynamic taint tracking is the process of assigning label to variables in a program and then tracking the flow of the labels as the program executes. Dynamic taint tracking for java applications is achieved by instrumenting the application…

Cryptography and Security · Computer Science 2024-12-02 Manoj RameshChandra Thakur

The Android mining sandbox approach consists in running dynamic analysis tools on a benign version of an Android app and recording every call to sensitive APIs. Later, one can use this information to (a) prevent calls to other sensitive…

Dynamic Binary Instrumentation (DBI) is the set of techniques that enable instrumentation of programs at run-time, making it possible to monitor and modify the execution of compiled binaries or entire systems. DBI is used for countless…

Cryptography and Security · Computer Science 2025-08-04 Oscar Llorente-Vazquez , Xabier Ugarte-Pedrero , Igor Santos-Grueiro , Pablo Garcia Bringas

Generic taint analysis is a pivotal technique in software security. However, it suffers from staggeringly high overhead. In this paper, we explore the hypothesis whether just-in-time (JIT) generation of fast paths for tracking taint can…

Cryptography and Security · Computer Science 2020-07-23 John Galea , Daniel Kroening

Taint analysis using explicit whole-program data-dependence graphs is powerful for vulnerability discovery but faces two major challenges. First, accurately modeling taint propagation through calls to external library procedures requires…

Software Engineering · Computer Science 2025-06-09 Sedick David Baker Effendi , Xavier Pinho , Andrei Michael Dreyer , Fabian Yamaguchi

Deep learning-based vulnerability detection has shown great performance and, in some studies, outperformed static analysis tools. However, the highest-performing approaches use token-based transformer models, which are not the most…

Software Engineering · Computer Science 2023-10-03 Benjamin Steenhoek , Hongyang Gao , Wei Le

Density functional theory (DFT) stands as a cornerstone method in computational quantum chemistry and materials science due to its remarkable versatility and scalability. Yet, it suffers from limitations in accuracy, particularly when…

Advanced Persistent Threats (APTs) are stealthy attacks that threaten the security and privacy of sensitive information. Interactions of APTs with victim system introduce information flows that are recorded in the system logs. Dynamic…

Optimization and Control · Mathematics 2021-06-29 Dinuka Sahabandu , Shana Moothedath , Joey Allen , Linda Bushnell , Wenke Lee , Radha Poovendran

In this paper, we present a hybrid approach for buffer overflow detection in C code. The approach makes use of static and dynamic analysis of the application under investigation. The static part consists in calculating taint dependency…

Cryptography and Security · Computer Science 2013-05-17 Sanjay Rawat , Dumitru Ceara , Laurent Mounier , Marie-Laure Potet

Accurate prediction of Drug-Target Affinity (DTA) is of vital importance in early-stage drug discovery, facilitating the identification of drugs that can effectively interact with specific targets and regulate their activities. While wet…

Biomolecules · Quantitative Biology 2023-10-18 Qizhi Pei , Lijun Wu , Jinhua Zhu , Yingce Xia , Shufang Xie , Tao Qin , Haiguang Liu , Tie-Yan Liu , Rui Yan

Dynamic program analysis is invaluable for malware detection, debugging, and performance profiling. However, software-based instrumentation incurs high overhead and can be evaded by anti-analysis techniques. In this paper, we propose…

Cryptography and Security · Computer Science 2025-10-21 Changyu Zhao , Yohan Beugin , Jean-Charles Noirot Ferrand , Quinn Burke , Guancheng Li , Patrick McDaniel

Diffusion model deployment has been suffering from high energy consumption and inference latency despite its superior performance in visual generation tasks. Dynamic voltage and frequency scaling (DVFS) offers a promising solution to…

Hardware Architecture · Computer Science 2026-04-13 Jinqi Wen , Tong Xie , Runsheng Wang , Meng Li

Over the years, static taint analysis emerged as the analysis of choice to detect some of the most common web application vulnerabilities, such as SQL injection (SQLi) and cross-site scripting (XSS)~\cite{OWASP}. Furthermore, from an…

Programming Languages · Computer Science 2021-03-31 Nicholas Allen , François Gauthier , Alexander Jordan
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