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Reverse engineering binaries is required to understand and analyse programs for which the source code is unavailable. Decompilers can transform the largely unreadable binaries into a more readable source code-like representation. However,…

Cryptography and Security · Computer Science 2023-01-16 Ali Al-Kaswan , Toufique Ahmed , Maliheh Izadi , Anand Ashok Sawant , Premkumar Devanbu , Arie van Deursen

Much software, whether beneficent or malevolent, is distributed only as binaries, sans source code. Absent source code, understanding binaries' behavior can be quite challenging, especially when compiled under higher levels of compiler…

Software Engineering · Computer Science 2021-09-20 Toufique Ahmed , Premkumar Devanbu , Anand Ashok Sawant

Decompilers are useful tools used in reverse engineering to understand compiled source code. Reconstructing source code from compiled binaries is a challenging task, because high-level syntax, identifiers, and custom data types are…

Software Engineering · Computer Science 2026-05-13 Alexander Shypula , Osbert Bastani , Edward Schwartz

A common tool used by security professionals for reverse-engineering binaries found in the wild is the decompiler. A decompiler attempts to reverse compilation, transforming a binary to a higher-level language such as C. High-level…

Software Engineering · Computer Science 2021-08-17 Qibin Chen , Jeremy Lacomis , Edward J. Schwartz , Claire Le Goues , Graham Neubig , Bogdan Vasilescu

The goal of decompilation is to convert compiled low-level code (e.g., assembly code) back into high-level programming languages, enabling analysis in scenarios where source code is unavailable. This task supports various reverse…

Software Engineering · Computer Science 2025-02-19 Yunlong Feng , Bohan Li , Xiaoming Shi , Qingfu Zhu , Wanxiang Che

We address the problem of automatic decompilation, converting a program in low-level representation back to a higher-level human-readable programming language. The problem of decompilation is extremely important for security researchers.…

Programming Languages · Computer Science 2019-05-22 Omer Katz , Yuval Olshaker , Yoav Goldberg , Eran Yahav

Reverse engineering of binary executables is a critical problem in the computer security domain. On the one hand, malicious parties may recover interpretable source codes from the software products to gain commercial advantages. On the…

Programming Languages · Computer Science 2019-07-01 Cheng Fu , Huili Chen , Haolan Liu , Xinyun Chen , Yuandong Tian , Farinaz Koushanfar , Jishen Zhao

A C decompiler converts an executable into source code. The recovered C source code, once re-compiled, is expected to produce an executable with the same functionality as the original executable. With over twenty years of development, C…

Software Engineering · Computer Science 2023-11-30 Wai Kin Wong , Huaijin Wang , Zongjie Li , Zhibo Liu , Shuai Wang , Qiyi Tang , Sen Nie , Shi Wu

For many compiled languages, source-level types are erased very early in the compilation process. As a result, further compiler passes may convert type-safe source into type-unsafe machine code. Type-unsafe idioms in the original source and…

Programming Languages · Computer Science 2016-03-22 Matthew Noonan , Alexey Loginov , David Cok

Understanding binary code is an essential but complex software engineering task for reverse engineering, malware analysis, and compiler optimization. Unlike source code, binary code has limited semantic information, which makes it…

Software Engineering · Computer Science 2022-10-12 Yifan Zhang

Vulnerability prediction is valuable in identifying security issues efficiently, even though it requires the source code of the target software system, which is a restrictive hypothesis. This paper presents an experimental study to predict…

Cryptography and Security · Computer Science 2025-04-01 D. Cotroneo , F. C. Grasso , R. Natella , V. Orbinato

Decompilers are important tools for reverse engineers that help them analyze software at a higher level of abstraction than assembly code. Unfortunately, because compilation is lossy, deterministic decompilers produce code that is missing…

Software Engineering · Computer Science 2025-06-18 Luke Dramko , Claire Le Goues , Edward J. Schwartz

Security experts reverse engineer (decompile) binary code to identify critical security vulnerabilities. The limited access to source code in vital systems - such as firmware, drivers, and proprietary software used in Critical…

Cryptography and Security · Computer Science 2024-11-08 Dylan Manuel , Nafis Tanveer Islam , Joseph Khoury , Ana Nunez , Elias Bou-Harb , Peyman Najafirad

Binary code similarity detection is a core task in reverse engineering. It supports malware analysis and vulnerability discovery by identifying semantically similar code in different contexts. Modern methods have progressed from manually…

Artificial Intelligence · Computer Science 2025-09-30 Charles E. Gagnon , Steven H. H. Ding , Philippe Charland , Benjamin C. M. Fung

Decompilation is the procedure of transforming binary programs into a high-level representation, such as source code, for human analysts to examine. While modern decompilers can reconstruct and recover much information that is discarded…

Machine Learning · Computer Science 2021-03-25 Pratyay Banerjee , Kuntal Kumar Pal , Fish Wang , Chitta Baral

Binary decompilation is a critical reverse engineering task aimed at reconstructing high-level source code from stripped executables. Although Large Language Models (LLMs) have recently shown promise, they often suffer from "logical…

Software Engineering · Computer Science 2026-04-15 Qiang Zhang , Zhongnian Li

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…

Software Engineering · Computer Science 2025-09-19 Yongpan Wang , Xin Xu , Xiaojie Zhu , Xiaodong Gu , Beijun Shen

Neural decompilers are machine learning models that reconstruct the source code from an executable program. Critical to the lifecycle of any machine learning model is an evaluation of its effectiveness. However, existing techniques for…

Machine Learning · Computer Science 2025-01-10 Luke Dramko , Claire Le Goues , Edward J. Schwartz

Reverse engineering tools remain monolithic and imperative compared to the advancement of modern compiler architectures: analyses are tied to a single mutable representation, making them difficult to extend or refine, and forcing premature…

Programming Languages · Computer Science 2026-03-31 Chang Liu , Yihao Sun , Thomas Gilray , Kristopher Micinski

Decompilers are fundamental tools for critical security tasks, from vulnerability discovery to malware analysis, yet their evaluation remains fragmented. Existing approaches primarily focus on syntactic correctness through synthetic…

Software Engineering · Computer Science 2025-05-19 Zeyu Gao , Yuxin Cui , Hao Wang , Siliang Qin , Yuanda Wang , Bolun Zhang , Chao Zhang
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