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Malware constitutes a major global risk affecting millions of users each year. Standard algorithms in detection systems perform insufficiently when dealing with malware passed through obfuscation tools. We illustrate this studying in detail…

密码学与安全 · 计算机科学 2019-11-12 Alberto Redondo , David Rios Insua

The binary similarity problem consists in determining if two functions are similar by only considering their compiled form. Advanced techniques for binary similarity recently gained momentum as they can be applied in several fields, such as…

密码学与安全 · 计算机科学 2019-12-20 Luca Massarelli , Giuseppe Antonio Di Luna , Fabio Petroni , Leonardo Querzoni , Roberto Baldoni

Binary authorship analysis is a significant problem in many software engineering applications. In this paper, we formulate a binary authorship verification task to accurately reflect the real-world working process of software forensic…

软件工程 · 计算机科学 2022-03-10 Qige Song , Yongzheng Zhang , Linshu Ouyang , Yige Chen

Binary code analysis plays an essential role in cybersecurity, facilitating reverse engineering to reveal the inner workings of programs in the absence of source code. Traditional approaches, such as static and dynamic analysis, extract…

密码学与安全 · 计算机科学 2026-02-16 Jiyong Uhm , Minseok Kim , Michalis Polychronakis , Hyungjoon Koo

In this work, we consider an inversion attack on the obfuscated input embeddings sent to a language model on a server, where the adversary has no access to the language model or the obfuscation mechanism and sees only the obfuscated…

密码学与安全 · 计算机科学 2025-05-21 Kaan Kale , Kyle Mylonakis , Jay Roberts , Sidhartha Roy

The WeChat mini-game ecosystem faces rampant intellectual property theft to other platforms via secondary development, yet existing JavaScript obfuscation tools are ill-equipped for large-scale applications, suffering from prohibitive…

Decompilation is widely used in reverse engineering to recover high-level language code from binary executables. While recent approaches leveraging Large Language Models (LLMs) have shown promising progress, they typically treat assembly…

软件工程 · 计算机科学 2025-09-19 Yongpan Wang , Xin Xu , Xiaojie Zhu , Xiaodong Gu , Beijun Shen

Machine learning is a key tool for Android malware detection, effectively identifying malicious patterns in apps. However, ML-based detectors are vulnerable to evasion attacks, where small, crafted changes bypass detection. Despite progress…

密码学与安全 · 计算机科学 2025-12-09 Mostafa Jafari , Alireza Shameli-Sendi

The increasing reliance on smartphones for communication, financial transactions, and personal data management has made them prime targets for cyberattacks, particularly smishing, a sophisticated variant of phishing conducted via SMS.…

密码学与安全 · 计算机科学 2024-12-16 Diksha Goel , Hussain Ahmad , Ankit Kumar Jain , Nikhil Kumar Goel

Program obfuscation is increasingly popular among malware creators. Objectively comparing different malware detection approaches with respect to their resilience against obfuscation is challenging. To the best of our knowledge, there is no…

密码学与安全 · 计算机科学 2015-02-16 Sebastian Banescu , Tobias Wüchner , Marius Guggenmos , Martín Ochoa , Alexander Pretschner

WebAssembly (WASM) has emerged as a crucial technology in smart contract development for several blockchain platforms. Unfortunately, since their introduction, WASM smart contracts have been subject to several security incidents caused by…

密码学与安全 · 计算机科学 2024-12-06 Wansen Wang , Caichang Tu , Zhaoyi Meng , Wenchao Huang , Yan Xiong

WebAssembly (Wasm) is a binary instruction format that enables portable, sandboxed, and near-native execution across heterogeneous platforms, making it well-suited for serverless workflow execution on browsers, edge nodes, and cloud…

分布式、并行与集群计算 · 计算机科学 2025-12-05 Mario Colosi , Reza Farahani , Lauri Loven , Radu Prodan , Massimo Villari

Binary Code Similarity Analysis (BCSA) has a wide spectrum of applications, including plagiarism detection, vulnerability discovery, and malware analysis, thus drawing significant attention from the security community. However, conventional…

密码学与安全 · 计算机科学 2024-10-15 Fei Zuo , Cody Tompkins , Qiang Zeng , Lannan Luo , Yung Ryn Choe , Junghwan Rhee

Recognizing vulnerabilities in stripped binary files presents a significant challenge in software security. Although some progress has been made in generating human-readable information from decompiled binary files with Large Language…

密码学与安全 · 计算机科学 2025-05-29 Nasir Hussain , Haohan Chen , Chanh Tran , Philip Huang , Zhuohao Li , Pravir Chugh , William Chen , Ashish Kundu , Yuan Tian

Web application firewall (WAF) examines malicious traffic to and from a web application via a set of security rules. It plays a significant role in securing Web applications against web attacks. However, as web attacks grow in…

密码学与安全 · 计算机科学 2025-01-27 Cong Wu , Jing Chen , Simeng Zhu , Wenqi Feng , Ruiying Du , Yang Xiang

Biometric data is considered to be very private and highly sensitive. As such, many methods for biometric template protection were considered over the years -- from biohashing and specially crafted feature extraction procedures, to the use…

密码学与安全 · 计算机科学 2026-01-27 Eliron Rahimi , Margarita Osadchy , Orr Dunkelman

With the advancement of diffusion models (DMs) and the substantially increased computational requirements, quantization emerges as a practical solution to obtain compact and efficient low-bit DMs. However, the highly discrete representation…

计算机视觉与模式识别 · 计算机科学 2025-02-03 Xingyu Zheng , Xianglong Liu , Haotong Qin , Xudong Ma , Mingyuan Zhang , Haojie Hao , Jiakai Wang , Zixiang Zhao , Jinyang Guo , Michele Magno

For reverse engineering related security domains, such as vulnerability detection, malware analysis, and binary hardening, disassembly is crucial yet challenging. The fundamental challenge of disassembly is to identify instruction and…

密码学与安全 · 计算机科学 2025-07-11 Peicheng Wang , Monika Santra , Mingyu Liu , Cong Sun , Dongrui Zeng , Gang Tan

Numerous security threats are emerging from untrusted players in the integrated circuit (IC) ecosystem. Among them, reverse engineering practices with the intent to counterfeit, overproduce, or modify an IC are worrying. In recent years,…

密码学与安全 · 计算机科学 2022-06-27 Giorgi Basiashvili , Zain Ul Abideen , Samuel Pagliarini

Bit-flip attacks (BFAs) represent a serious threat to Deep Neural Networks (DNNs), where flipping a small number of bits in the model parameters or binary code can significantly degrade the model accuracy or mislead the model prediction in…

密码学与安全 · 计算机科学 2025-06-13 Xiaobei Yan , Han Qiu , Tianwei Zhang