.png){kind=icon}
返回
Generating Effective Software Obfuscation Sequences With Reinforcement Learning
.png){kind=icon}
PRE
AI
DOI：10.1109/TDSC.2020.3041655.png)
.png){kind=icon}
原文求助.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
Obfuscation is a prevalent security technique which transforms syntactic representation of a program to a complicated form, but still keeps program semantics unchanged. So far, developers heavily rely on obfuscation to harden their products and reduce the risk of adversarial reverse engineering. However, despite its spectacular progress, one crucial hurdle is that each of existing obfuscation method is designed specifically for obfuscating one program feature (e.g., identifier name, control flow), so an effective obfuscation scheme usually composes a considerable amount of different obfuscation methods. Therefore, one primary challenge lies in identifying effective combinations of obfuscation methods. In this research, we propose a principled technique for generating an optimal program obfuscation scheme by adopting a reinforcement learning approach. Given a program and a set of obfuscation transformations, a reinforcement learning model is progressively trained to select a sequence of obfuscation transformations, such that applying each transformation in order toward the program yields the optimal obfuscation result, making programs dissimilar while retaining reasonable instrumentation overhead. Our implementation can directly work on raw binary executables without source code, and our evaluation demonstrates that the trained models can effectively obfuscate executable files with low cost.
Keyword:
Software
Transforms
Reinforcement learning
Reverse engineering
Control systems
Tools
Switches
Software obfuscation
reinforcement learning
reverse engineering
software similarity
AI总结
对已上传原文的论文进行重点信息的提取，主要内容包括：简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。
期刊
IF:
7.5
论文数:
2.4K
被引数:
9.6K
机构
引用论文
Emerging role of noncanonical polycomb repressive complexes in normal and malignant hematopoiesis
OAAI
OAAI分享收藏Metátese de olefinas aplicada ao fechamento de anéis: uma ferramenta poderosa para a síntese de macrociclos naturais.png)
Química Nova
OAAI
Química NovaIF0
OAAI分享收藏High-gain, polarization-preserving, Yb-doped fiber amplifier for low-duty-cycle pulse amplification
PREAI
分享收藏
查看更多内容