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Related papers: Detecting Misuse of Security APIs: A Systematic Re…

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Background: Previous studies have shown that up to 99.59 % of the Java apps using crypto APIs misuse the API at least once. However, these studies have been conducted on Java and C, while empirical studies for other languages are missing.…

Software Engineering · Computer Science 2021-09-03 Anna-Katharina Wickert , Lars Baumgärtner , Florian Breitfelder , Mira Mezini

Machine Learning software systems are frequently used in our day-to-day lives. Some of these systems are used in various sensitive environments to make life-changing decisions. Therefore, it is crucial to ensure that these AI/ML systems do…

Machine Learning · Computer Science 2025-08-25 Ajoy Das , Gias Uddin , Shaiful Chowdhury , Mostafijur Rahman Akhond , Hadi Hemmati

In recent years, the number of cyber attacks has grown rapidly. An effective way to reduce the attack surface and protect software is adoption of methodologies that apply security at each step of the software development lifecycle. While…

Cryptography and Security · Computer Science 2023-07-06 Arina Kudriavtseva , Olga Gadyatskaya

Application programming interfaces (APIs) have become a central part of the modern IT environment, allowing developers to enrich the functionality of applications and interact with third parties such as cloud and payment providers. This…

Cryptography and Security · Computer Science 2026-03-17 Nurullah Demir , Yash Vekaria , Georgios Smaragdakis , Zakir Durumeric

Currently, Application Programming Interfaces (APIs) are becoming increasingly popular to facilitate data transfer in a variety of mobile applications. These APIs often process sensitive user information through their endpoints, which are…

Cryptography and Security · Computer Science 2023-10-24 Nate Haris , Kendree Chen , Ann Song , Benjamin Pou

Large language model fine-tuning APIs enable widespread model customization, yet pose significant safety risks. Recent work shows that adversaries can exploit access to these APIs to bypass model safety mechanisms by encoding harmful…

Machine Learning · Computer Science 2025-08-26 Jack Youstra , Mohammed Mahfoud , Yang Yan , Henry Sleight , Ethan Perez , Mrinank Sharma

API misuse introduces security vulnerabilities, system failures, and increases maintenance costs, all of which remain critical challenges in software development. Existing detection approaches rely on static analysis or machine…

Software Engineering · Computer Science 2025-09-23 Saikat Mondal , Chanchal K. Roy , Hong Wang , Juan Arguello , Samantha Mathan

APIs are essential ingredients for developing complex software systems. However, they are difficult to learn and to use. Thus, developers may misuse them, which results in various types of issues. In this paper, we explore the use of a…

Software Engineering · Computer Science 2020-12-29 Maxime Gallais-Jimenez , Hoan A. Nguyen , Mohamed Aymen Saied , Tien N. Nguyen , Houari Sahraoui

Recent trends in the software development practices (Agile, DevOps, CI) have shortened the development life-cycle causing the need for efficient security-by-design approaches. In this context, software architectures are analyzed for…

Software Engineering · Computer Science 2019-06-06 Katja Tuma , Danial Hosseini , Kyriakos Malamas , Riccardo Scandariato

Cryptography has been extensively used in Android applications to guarantee secure communications, conceal critical data from reverse engineering, or ensure mobile users' privacy. Various system-based and third-party libraries for Android…

Cryptography and Security · Computer Science 2022-07-08 Adam Janovsky , Davide Maiorca , Dominik Macko , Vashek Matyas , Giorgio Giacinto

Application Programming Interfaces (APIs) are designed to help developers build software more effectively. Recommending the right APIs for specific tasks has gained increasing attention among researchers and developers in recent years. To…

Information Retrieval · Computer Science 2024-01-30 Moshi Wei , Nima Shiri Harzevili , Alvine Boaye Belle , Junjie Wang , Lin Shi , Jinqiu Yang , Song Wang , Ming Zhen , Jiang

The correct adoption of cryptography APIs is challenging for mainstream developers, often resulting in widespread API misuse. Meanwhile, cryptography misuse detectors have demonstrated inconsistent performance and remain largely…

Cryptography and Security · Computer Science 2024-09-11 Ehsan Firouzi , Mohammad Ghafari , Mike Ebrahimi

Android allows apps to communicate with its system services via system service helpers so that these apps can use various functions provided by the system services. Meanwhile, the system services rely on their service helpers to enforce…

Cryptography and Security · Computer Science 2022-03-25 Yi He , Yacong Gu , Purui Su , Kun Sun , Yajin Zhou , Zhi Wang , Qi Li

APIs (Application Programming Interfaces) or Web Services are the foundational building blocks that enable interconnected systems. However this proliferation of APIs has also introduced security challenges that require systematic and…

Cryptography and Security · Computer Science 2025-07-24 Senthilkumar Gopal

Application Programming Interface (API) Injection attacks refer to the unauthorized or malicious use of APIs, which are often exploited to gain access to sensitive data or manipulate online systems for illicit purposes. Identifying actors…

Cryptography and Security · Computer Science 2025-05-16 Udi Aharon , Ran Dubin , Amit Dvir , Chen Hajaj

Tools focused on cryptographic API misuse often detect the most basic expressions of the vulnerable use, and are unable to detect non-trivial variants. The question of whether tools should be designed to detect such variants can only be…

Cryptography and Security · Computer Science 2025-10-16 Victor Olaiya , Adwait Nadkarni

Recent studies have revealed that 87 % to 96 % of the Android apps using cryptographic APIs have a misuse which may cause security vulnerabilities. As previous studies did not conduct a qualitative examination of the validity and severity…

Cryptography and Security · Computer Science 2023-03-27 Anna-Katharina Wickert , Lars Baumgärtner , Michael Schlichtig , Krishna Narasimhan , Mira Mezini

LLM developers have imposed technical interventions to prevent fine-tuning misuse attacks, attacks where adversaries evade safeguards by fine-tuning the model using a public API. Previous work has established several successful attacks…

Machine Learning · Computer Science 2025-10-27 Xander Davies , Eric Winsor , Alexandra Souly , Tomek Korbak , Robert Kirk , Christian Schroeder de Witt , Yarin Gal

Data science libraries, such as scikit-learn and pandas, specialize in processing and manipulating data. The data-centric nature of these libraries makes the detection of API misuse in them more challenging. This paper introduces DSCHECKER,…

Software Engineering · Computer Science 2025-10-01 Akalanka Galappaththi , Francisco Ribeiro , Sarah Nadi

Various studies have empirically shown that the majority of Java and Android apps misuse cryptographic libraries, causing devastating breaches of data security. Therefore, it is crucial to detect such misuses early in the development…

Software Engineering · Computer Science 2017-10-04 Stefan Krüger , Johannes Späth , Karim Ali , Eric Bodden , Mira Mezini