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Timeloops: System Call Policy Learning for Containerized Microservices. (arXiv:2204.06131v1 [cs.CR])
April 14, 2022, 1:20 a.m. | Meghna Pancholi, Andreas D. Kellas, Vasileios P. Kemerlis, Simha Sethumadhavan
cs.CR updates on arXiv.org arxiv.org
In this paper we introduce TIMELOOPS a novel technique for automatically
learning system call filtering policies for containerized microservices
applications. At run-time, TIMELOOPS automatically learns which system calls a
program should be allowed to invoke while rejecting attempts to call spurious
system calls. Further, TIMELOOPS addresses many of the shortcomings of
state-of-the-art static analysis-based techniques, such as the ability to
generate tight filters for programs written in interpreted languages such as
PHP, Python, and JavaScript. TIMELOOPS has a simple and …
call containerized microservices microservices policy system
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