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Malware developers use combinations of techniques such as compression, encryption, and obfuscation to bypass anti-virus software. Malware with anti-analysis technologies can bypass AI-based anti-virus software and malware analysis tools.…

Cryptography and Security · Computer Science 2022-08-18 Jong-Wouk Kim , Yang-Sae Moon , Mi-Jung Choi

Malware authors are continuously evolving their code base to include counter-analysis methods that can significantly hinder their detection and blocking. While the execution of malware in a sandboxed environment may provide a lot of…

Cryptography and Security · Computer Science 2022-04-11 Vasilis Vouvoutsis , Fran Casino , Constantinos Patsakis

Malware detection and analysis are active research subjects in cybersecurity over the last years. Indeed, the development of obfuscation techniques, as packing, for example, requires special attention to detect recent variants of malware.…

Cryptography and Security · Computer Science 2021-07-26 Benjamin Marais , Tony Quertier , Christophe Chesneau

Ontologies are a standard for semantic schemata in many knowledge-intensive domains of human interest. They are now becoming increasingly important also in areas until very recently dominated by subsymbolic representations and…

Cryptography and Security · Computer Science 2023-01-03 Peter Švec , Štefan Balogh , Martin Homola , Ján Kľuka

Programmable packet processors and P4 as a programming language for such devices have gained significant interest, because their flexibility enables rapid development of a diverse set of applications that work at line rate. However, this…

Networking and Internet Architecture · Computer Science 2018-04-05 Ali Kheradmand , Grigore Rosu

The growth of open-source software has increased the risk of hidden vulnerabilities that can affect downstream software applications. This concern is further exacerbated by software vendors' practice of silently releasing security patches…

Software Engineering · Computer Science 2023-08-30 Xunzhu Tang , zhenghan Chen , Saad Ezzini , Haoye Tian , Yewei Song , Jacques Klein , Tegawende F. Bissyande

We study the problem of semantic code repair, which can be broadly defined as automatically fixing non-syntactic bugs in source code. The majority of past work in semantic code repair assumed access to unit tests against which candidate…

Artificial Intelligence · Computer Science 2017-10-31 Jacob Devlin , Jonathan Uesato , Rishabh Singh , Pushmeet Kohli

One of the major and serious threats that the Internet faces today is the vast amounts of data and files which need to be evaluated for potential malicious intent. Malicious software, often referred to as a malware that are designed by…

Cryptography and Security · Computer Science 2020-07-01 Sajedul Talukder

Malware, or software designed with harmful intent, is an ever-evolving threat that can have drastic effects on both individuals and institutions. Neural network malware classification systems are key tools for combating these threats but…

Cryptography and Security · Computer Science 2024-04-09 Preston K. Robinette , Diego Manzanas Lopez , Serena Serbinowska , Kevin Leach , Taylor T. Johnson

Decompilation transforms low-level program languages (PL) (e.g., binary code) into high-level PLs (e.g., C/C++). It has been widely used when analysts perform security analysis on software (systems) whose source code is unavailable, such as…

Cryptography and Security · Computer Science 2022-01-03 Ruigang Liang , Ying Cao , Peiwei Hu , Jinwen He , Kai Chen

When reverse engineering a binary, the analyst must first understand the semantics of the binary's functions through either manual or automatic analysis. Manual semantic analysis is time-consuming, because abstractions provided by high…

Cryptography and Security · Computer Science 2020-07-02 Derrick McKee , Nathan Burow , Mathias Payer

Obfuscation poses a persistent challenge for software engineering tasks such as program comprehension, maintenance, testing, and vulnerability detection. While compiler optimizations and third-party code often introduce transformations that…

Software Engineering · Computer Science 2025-11-25 Rong Feng , Suman Saha

Many tools and libraries are readily available to build and operate distributed Web applications. While the setup of operational environments is comparatively easy, practice shows that their continuous secure operation is more difficult to…

Cryptography and Security · Computer Science 2012-07-13 Matteo Maria Casalino , Michele Mangili , Henrik Plate , Serena Elisa Ponta

Machine learning-based static malware detectors remain vulnerable to adversarial evasion techniques, such as metamorphic engine mutations. To address this vulnerability, we propose a certifiably robust malware detection framework based on…

Cryptography and Security · Computer Science 2026-04-23 Nandakrishna Giri , Asmitha K. A. , Serena Nicolazzo , Antonino Nocera , Vinod P

In recent years, there has been an increased interest in tools that establish \emph{incorrectness} rather than correctness of program properties. In this work we build on this approach by developing a novel methodology to prove…

Programming Languages · Computer Science 2024-09-24 Kelvin Qian , Scott Smith , Brandon Stride , Shiwei Weng , Ke Wu

Malware authors reuse the same program segments found in other applications for performing the similar kind of malicious activities such as information stealing, sending SMS and so on. Hence, there may exist several semantically similar…

Cryptography and Security · Computer Science 2021-12-07 Roopak Surendran

During software development, vulnerabilities have posed a significant threat to users. Patches are the most effective way to combat vulnerabilities. In a large-scale software system, testing the presence of a security patch in every…

Software Engineering · Computer Science 2024-01-15 Qi Zhan , Xing Hu , Zhiyang Li , Xin Xia , David Lo , Shanping Li

Recently, pretrained language models have shown state-of-the-art performance on the vulnerability detection task. These models are pretrained on a large corpus of source code, then fine-tuned on a smaller supervised vulnerability dataset.…

Machine Learning · Computer Science 2023-11-08 Benjamin Steenhoek , Md Mahbubur Rahman , Shaila Sharmin , Wei Le

With the increasingly rapid development of new malicious computer software by bad faith actors, both commercial and research-oriented antivirus detectors have come to make greater use of machine learning tactics to identify such malware as…

Cryptography and Security · Computer Science 2021-12-07 Hamish Spencer , Wei Wang , Ruoxi Sun , Minhui Xue

--- Portuguese version As falhas de software est\~ao com frequ\^encia associadas a acidentes com graves consequ\^encias econ\'omicas e/ou humanas, pelo que se torna imperioso investir na valida\c{c}\~ao do software, nomeadamente daquele que…

Software Engineering · Computer Science 2018-07-24 Patrícia Monteiro , João Lourenço , António Ravara