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In the software engineering community, deep learning (DL) has recently been applied to many source code processing tasks. Due to the poor interpretability of DL models, their security vulnerabilities require scrutiny. Recently, researchers…

Software Engineering · Computer Science 2022-11-01 Jia Li , Zhuo Li , Huangzhao Zhang , Ge Li , Zhi Jin , Xing Hu , Xin Xia

The exploit or the Proof of Concept of the vulnerability plays an important role in developing superior vulnerability repair techniques, as it can be used as an oracle to verify the correctness of the patches generated by the tools.…

Despite the large body of academic work on machine learning security, little is known about the occurrence of attacks on machine learning systems in the wild. In this paper, we report on a quantitative study with 139 industrial…

Machine Learning · Computer Science 2023-03-13 Kathrin Grosse , Lukas Bieringer , Tarek Richard Besold , Battista Biggio , Katharina Krombholz

We witness an increasing usage of AI-assistants even for routine (classroom) programming tasks. However, the code generated on basis of a so called "prompt" by the programmer does not always meet accepted security standards. On the one…

Software Engineering · Computer Science 2024-08-15 Stefan Goetz , Andreas Schaad

In today's rapidly evolving technological landscape and advanced software development, the rise in cyber security attacks has become a pressing concern. The integration of robust cyber security defenses has become essential across all…

Software Engineering · Computer Science 2023-11-02 Mounika Vanamala , Keith Bryant , Alex Caravella

Debugging is a central yet complex activity in software engineering. Prior studies have documented debugging strategies and tool usage, but little theory explains how experienced developers reason about bugs in large, real-world codebases.…

Software Engineering · Computer Science 2026-02-13 Haolin Li , Michael Coblenz

Security remains a critical challenge in modern web applications, where threats such as unauthorized access, data breaches, and injection attacks continue to undermine trust and reliability. Traditional Object-Oriented Programming (OOP)…

Software Engineering · Computer Science 2025-09-10 Mterorga Ukor

The critical assessment presented within this paper explores existing research pertaining to the Advanced Persistent Threat (APT) branch of cyber security, applying the knowledge extracted from this research to discuss, evaluate and…

Cryptography and Security · Computer Science 2020-04-23 Mohammad Bilal Khan

We surveyed 97 developers who had used cryptography in open-source projects, in the hope of identifying developer security and cryptography practices. We asked them about individual and company-level practices, and divided respondents into…

Cryptography and Security · Computer Science 2021-10-01 Mohammadreza Hazhirpasand , Oscar Nierstrasz , Mohammad Ghafari

Large language models (LLMs) are now widely used to draft and refactor code, but code that works is not necessarily secure. We evaluate secure code generation using the Instruct Prime, which eliminated compliance-required prompts and cue…

Cryptography and Security · Computer Science 2025-11-07 Arup Datta , Ahmed Aljohani , Hyunsook Do

Website fingerprinting attack is an extensively studied technique used in a web browser to analyze traffic patterns and thus infer confidential information about users. Several website fingerprinting attacks based on machine learning and…

Cryptography and Security · Computer Science 2023-02-28 Guodong Huang , Chuan Ma , Ming Ding , Yuwen Qian , Chunpeng Ge , Liming Fang , Zhe Liu

In the current software development environment, third-party libraries play a crucial role. They provide developers with rich functionality and convenient solutions, speeding up the pace and efficiency of software development. However, with…

Software Engineering · Computer Science 2024-04-30 Jia Zeng , Dan Han , Yaling Zhu , Yangzhong Wang , Fangchen Weng

Security Application Programming Interfaces (APIs) are crucial for ensuring software security. However, their misuse introduces vulnerabilities, potentially leading to severe data breaches and substantial financial loss. Complex API design,…

Cryptography and Security · Computer Science 2025-05-15 Zahra Mousavi , Chadni Islam , M. Ali Babar , Alsharif Abuadbba , Kristen Moore

Based on interviews with 28 organizations, we found that industry practitioners are not equipped with tactical and strategic tools to protect, detect and respond to attacks on their Machine Learning (ML) systems. We leverage the insights…

Computers and Society · Computer Science 2021-03-22 Ram Shankar Siva Kumar , Magnus Nyström , John Lambert , Andrew Marshall , Mario Goertzel , Andi Comissoneru , Matt Swann , Sharon Xia

The immense amounts of source code provide ample challenges and opportunities during software development. To handle the size of code bases, developers commonly search for code, e.g., when trying to find where a particular feature is…

Software Engineering · Computer Science 2022-10-06 Luca Di Grazia , Michael Pradel

Software security has been an important research topic over the years. The community has proposed processes and tools for secure software development and security analysis. However, a significant number of vulnerabilities remains in…

Software Engineering · Computer Science 2024-06-07 Steven Arzt , Linda Schreiber , Dominik Appelt

There are plenty of security software in market; each claiming the best, still we daily face problem of viruses and other malicious activities. If we know the basic working principal of such malware then we can very easily prevent most of…

Cryptography and Security · Computer Science 2011-01-20 Mosin Hasan , Nilesh Prajapati , Safvan Vohara

Cyber attacks and malware are now more prevalent than ever and the trend is ever upward. There have been several approaches to attack detection including resident software applications at the root or user level, e.g., virus detection, and…

Cryptography and Security · Computer Science 2018-07-31 James Christopher Foreman

Deep learning is becoming increasingly popular in real-life applications, especially in natural language processing (NLP). Users often choose training outsourcing or adopt third-party data and models due to data and computation resources…

Computation and Language · Computer Science 2022-11-23 Xuan Sheng , Zhaoyang Han , Piji Li , Xiangmao Chang

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
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