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Recovering high-level type information in binaries is a key task in reverse engineering and binary analysis. Binaries contain very little explicit type information. The structure of binary code is incredibly flexible allowing for ad-hoc…

Programming Languages · Computer Science 2024-09-04 Ian Smith

Microarchitectural side channels expose unprotected software to information leakage attacks where a software adversary is able to track runtime behavior of a benign process and steal secrets such as cryptographic keys. As suggested by…

Cryptography and Security · Computer Science 2023-04-25 Jan Wichelmann , Ahmad Moghimi , Thomas Eisenbarth , Berk Sunar

Non-malleable code is a relaxed version of error-correction codes and the decoding of modified codewords results in the original message or a completely unrelated value. Thus, if an adversary corrupts a codeword then he cannot get any…

Cryptography and Security · Computer Science 2017-01-30 Ryota Iwamoto , Takeshi Koshiba

Perimeter-based detection is no longer sufficient for mitigating the threat posed by malicious software. This is evident as antivirus (AV) products are replaced by endpoint detection and response (EDR) products, the latter allowing…

Cryptography and Security · Computer Science 2022-01-13 Matilda Rhode , Pete Burnap , Adam Wedgbury

As currently classical malware detection methods based on signatures fail to detect new malware, they are not always efficient with new obfuscation techniques. Besides, new malware is easily created and old malware can be recoded to produce…

Cryptography and Security · Computer Science 2016-09-13 Andree Linke , Nhien-An Le-Khac

With the rapid advancement of Internet technology, the threat of malware to computer systems and network security has intensified. Malware affects individual privacy and security and poses risks to critical infrastructures of enterprises…

Cryptography and Security · Computer Science 2024-10-15 Lixia Zhang , Tianxu Liu , Kaihui Shen , Cheng Chen

We propose a novel method to detect and visualize malware through image classification. The executable binaries are represented as grayscale images obtained from the count of N-grams (N=2) of bytes in the Discrete Cosine Transform (DCT)…

Cryptography and Security · Computer Science 2021-01-27 Tajuddin Manhar Mohammed , Lakshmanan Nataraj , Satish Chikkagoudar , Shivkumar Chandrasekaran , B. S. Manjunath

WebAssembly has become a crucial part of the modern web, offering a faster alternative to JavaScript in browsers. While boosting rich applications in browser, this technology is also very efficient to develop cryptojacking malware. This has…

Software Engineering · Computer Science 2023-06-08 Javier Cabrera-Arteaga , Martin Monperrus , Tim Toady , Benoit Baudry

Numerous open-source and commercial malware detectors are available. However, their efficacy is threatened by new adversarial attacks, whereby malware attempts to evade detection, e.g., by performing feature-space manipulation. In this…

Cryptography and Security · Computer Science 2023-11-29 Ruoxi Sun , Minhui Xue , Gareth Tyson , Tian Dong , Shaofeng Li , Shuo Wang , Haojin Zhu , Seyit Camtepe , Surya Nepal

Malware detection is increasingly challenged by evolving techniques like obfuscation and polymorphism, limiting the effectiveness of traditional methods. Meanwhile, the widespread adoption of software containers has introduced new security…

Analysing malware is important to understand how malicious software works and to develop appropriate detection and prevention methods. Dynamic analysis can overcome evasion techniques commonly used to bypass static analysis and provide…

Cryptography and Security · Computer Science 2023-10-30 Baskoro Adi Pratomo , Toby Jackson , Pete Burnap , Andrew Hood , Eirini Anthi

Binary rewriting is a rapidly-maturing technique for modifying software for instrumentation, customization, optimization, and hardening without access to source code. Unfortunately, the practical applications of binary rewriting tools are…

Software Engineering · Computer Science 2022-09-09 Eric Schulte , Michael D. Brown , Vlad Folts

Due to the proliferation of malware, defenders are increasingly turning to automation and machine learning as part of the malware detection tool-chain. However, machine learning models are susceptible to adversarial attacks, requiring the…

Cryptography and Security · Computer Science 2024-01-17 Maria Rigaki , Sebastian Garcia

Disassembly is fundamental to binary analysis and rewriting. We present a novel disassembly technique that takes a stripped binary and produces reassembleable assembly code. The resulting assembly code has accurate symbolic information,…

Programming Languages · Computer Science 2020-02-27 Antonio Flores-Montoya , Eric Schulte

Constructing lineages of malware is an important cyber-defense task. Performing this task is difficult, however, due to the amount of malware data and obfuscation techniques by the authors. In this work, we formulate the lineage task as a…

Cryptography and Security · Computer Science 2016-03-29 Brian Ruttenberg , Lee Kellogg , Avi Pfeffer

Software deobfuscation is a crucial activity in security analysis and especially, in malware analysis. While standard static and dynamic approaches suffer from well-known shortcomings, Dynamic Symbolic Execution (DSE) has recently been…

Cryptography and Security · Computer Science 2016-12-20 Robin David , Sébastien Bardin , Jean-Yves Marion

Machine learning (ML) models that learn and predict properties of computer programs are increasingly being adopted and deployed. These models have demonstrated success in applications such as auto-completing code, summarizing large…

Machine Learning · Computer Science 2021-03-23 Shashank Srikant , Sijia Liu , Tamara Mitrovska , Shiyu Chang , Quanfu Fan , Gaoyuan Zhang , Una-May O'Reilly

Non-malleable codes are randomized codes that protect coded messages against modification by functions in a tampering function class. These codes are motivated by providing tamper resilience in applications where a cryptographic secret is…

Cryptography and Security · Computer Science 2017-08-21 Fuchun Lin , Reihaneh Safavi-Naini , Mahdi Cheraghchi , Huaxiong Wang

Code decompilation analysis is a fundamental yet challenging task in malware reverse engineering, particularly due to the pervasive use of sophisticated obfuscation techniques. Although recent large language models (LLMs) have shown promise…

Cryptography and Security · Computer Science 2026-04-08 Hamed Jelodar , Samita Bai , Tochukwu Emmanuel Nwankwo , Parisa Hamedi , Mohammad Meymani , Roozbeh Razavi-Far , Ali A. Ghorbani

One of the pivotal security threats for the embedded computing systems is malicious software a.k.a malware. With efficiency and efficacy, Machine Learning (ML) has been widely adopted for malware detection in recent times. Despite being…

Cryptography and Security · Computer Science 2024-04-16 Sreenitha Kasarapu , Sanket Shukla , Rakibul Hassan , Avesta Sasan , Houman Homayoun , Sai Manoj Pudukotai Dinakarrao
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