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The Concept of Genetic Reverse-Engineering to Restore the Program’s Source Code from a Binary Code: Theory and Applying Practice

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Pubblicato in:The Institute of Electrical and Electronics Engineers, Inc. (IEEE) Conference Proceedings (2025)
Autore principale: Izrailov, Konstantin
Altri autori: Kotenko, Igor
Pubblicazione:
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Soggetti:
Algorithms
Communications systems
Engineering
Source code
Genetic algorithms
Binary codes
Representations
Reverse engineering
Economic
Accesso online:Citation/Abstract
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Abstract:Conference Title: 2025 17th International Conference on COMmunication Systems and NETworks (COMSNETS)Conference Start Date: 2025, Jan. 6 Conference End Date: 2025, Jan. 10 Conference Location: Bengaluru, IndiaThe work is devoted to solving the problem of restoring the representation of the source code of a program (and in the future, algorithms, architecture, etc.) in the form of a binary code, which will allow searching for vulnerabilities in them more effectively. For this purpose, it is proposed to use reverse-engineering based on genetic algorithms. The concept of genetic reverse-engineering, consisting of a sequence of deevolutions of individual representations of the program, and created necessary model-algorithmic instrumentry, is described. The results of experiments on restoring the source code for a non-trivial mathematical expression by various methods and the obtained operating time are presented: by expert groups – 30, 15 and 3-5 minutes, by smart brute-force – 10 minutes, by a genetic de-evolution prototype (as a special case of full reverse-engineering) – 0.5 minutes.
DOI:10.1109/COMSNETS63942.2025.10885658
Fonte:Science Database