References & Citations
Computer Science > Software Engineering
Title: A Survey of Trojans in Neural Models of Source Code: Taxonomy and Techniques
(Submitted on 5 May 2023 (v1), last revised 18 Apr 2024 (this version, v5))
Abstract: In this work, we study literature in Explainable AI and Safe AI to understand poisoning of neural models of code. In order to do so, we first establish a novel taxonomy for Trojan AI for code, and present a new aspect-based classification of triggers in neural models of code. Next, we highlight recent works that help us deepen our conception of how these models understand software code. Then we pick some of the recent, state-of-art poisoning strategies that can be used to manipulate such models. The insights we draw can potentially help to foster future research in the area of Trojan AI for code.
Submission history
From: Aftab Hussain [view email][v1] Fri, 5 May 2023 19:07:09 GMT (2677kb,D)
[v2] Tue, 9 May 2023 18:50:02 GMT (2678kb,D)
[v3] Wed, 7 Jun 2023 19:33:59 GMT (2676kb,D)
[v4] Wed, 21 Jun 2023 21:47:26 GMT (2676kb,D)
[v5] Thu, 18 Apr 2024 19:41:54 GMT (3038kb,D)
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