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PKDGA: A Partial Knowledge-based Domain Generation Algorithm for Botnets. (arXiv:2212.04234v1 [cs.CR])
Dec. 9, 2022, 2:10 a.m. | Lihai Nie, Xiaoyang Shan, Laiping Zhao, Keqiu Li
cs.CR updates on arXiv.org arxiv.org
Domain generation algorithms (DGAs) can be categorized into three types:
zero-knowledge, partial-knowledge, and full-knowledge. While prior research
merely focused on zero-knowledge and full-knowledge types, we characterize
their anti-detection ability and practicality and find that zero-knowledge DGAs
present low anti-detection ability against detectors, and full-knowledge DGAs
suffer from low practicality due to the strong assumption that they are fully
detector-aware. Given these observations, we propose PKDGA, a partial
knowledge-based domain generation algorithm with high anti-detection ability
and high practicality. PKDGA employs …
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