Recognizing and Imitating Programmer Style: Adversaries in Program Authorship Attribution
نویسندگان
چکیده
منابع مشابه
Recognizing and Imitating Programmer Style: Adversaries in Program Authorship Attribution
Source code attribution classifiers have recently become powerful. We consider the possibility that an adversary could craft code with the intention of causing a misclassification, i.e., creating a forgery of another author’s programming style in order to hide the forger’s own identity or blame the other author. We find that it is possible for a non-expert adversary to defeat such a system. In ...
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It is a truism of literature that certain authors have a highly recognizable style. The concept of style underlies the authorship attribution techniques that have been applied to tasks such as identifying which of several authors wrote a particular news article. In this paper, we explore whether the works of authors of classic literature can be correctly identified with either of two approaches...
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The consistent programmer hypothesis postulates that a feature or set of features exist that can be used to recognize the author of a given program. It further postulates that different test strategies work better for some programmers (or programming styles) than for others. For example, all-edges adequate tests may detect faults for programs written by Programmer A better than for those writte...
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Authorship attribution, the science of inferring characteristics of the author from the characteristics of documents written by that author, is a problem with a long history and a wide range of application. Recent work in “non-traditional” authorship attribution demonstrates the practicality of automatically analyzing documents based on authorial style, but the state of the art is confusing. An...
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ژورنال
عنوان ژورنال: Proceedings on Privacy Enhancing Technologies
سال: 2018
ISSN: 2299-0984
DOI: 10.1515/popets-2018-0007