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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

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

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

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

The decompiler is one of the most common tools for examining binaries without corresponding source code. It transforms binaries into high-level code, reversing the compilation process. Decompilers can reconstruct much of the information…

Software Engineering · Computer Science 2019-10-04 Jeremy Lacomis , Pengcheng Yin , Edward J. Schwartz , Miltiadis Allamanis , Claire Le Goues , Graham Neubig , Bogdan Vasilescu

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

In software reverse engineering, decompilation is the process of recovering source code from binary files. Decompilers are used when it is necessary to understand or analyze software for which the source code is not available. Although…

Software Engineering · Computer Science 2021-02-25 Javier Escalada , Ted Scully , Francisco Ortin

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

Decompilers are widely used by security researchers and developers to reverse engineer executable code. While modern decompilers are adept at recovering instructions, control flow, and function boundaries, some useful information from the…

Cryptography and Security · Computer Science 2024-07-04 Harrison Green , Edward J. Schwartz , Claire Le Goues , Bogdan Vasilescu

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

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

In traditional software programs, it is easy to trace program logic from variables back to input, apply assertion statements to block erroneous behavior, and compose programs together. Although deep learning programs have demonstrated…

Machine Learning · Computer Science 2021-10-27 Mike Wu , Noah Goodman , Stefano Ermon

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

We address the problem of reverse engineering of stripped executables, which contain no debug information. This is a challenging problem because of the low amount of syntactic information available in stripped executables, and the diverse…

Machine Learning · Computer Science 2020-12-01 Yaniv David , Uri Alon , Eran Yahav

Compiled binary executables are often the only available artifact in reverse engineering, malware analysis, and software systems maintenance. Unfortunately, the lack of semantic information like variable types makes comprehending binaries…

Machine Learning · Computer Science 2023-04-11 Kevin Cao , Kevin Leach

Decompilation converts machine code into human-readable form, enabling analysis and debugging without source code. However, fidelity issues often degrade the readability and semantic accuracy of decompiled output. Existing methods, such as…

Software Engineering · Computer Science 2025-10-23 Zhiping Zhou , Xiaohong Li , Ruitao Feng , Yao Zhang , Yuekang Li , Wenbu Feng , Yunqian Wang , Yuqing Li

The software compilation process has a tendency to obscure the original design of the system and makes it difficult both to identify individual components and discern their purpose simply by examining the resulting binary code. Although…

Cryptography and Security · Computer Science 2025-03-07 Sima Arasteh , Pegah Jandaghi , Nicolaas Weideman , Dennis Perepech , Mukund Raghothaman , Christophe Hauser , Luis Garcia

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

The ability to identify authors of computer programs based on their coding style is a direct threat to the privacy and anonymity of programmers. While recent work found that source code can be attributed to authors with high accuracy,…

Cryptography and Security · Computer Science 2017-12-19 Aylin Caliskan , Fabian Yamaguchi , Edwin Dauber , Richard Harang , Konrad Rieck , Rachel Greenstadt , Arvind Narayanan
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