PHOENIX: Device-Centric Cellular Network Protocol Monitoring using Runtime Verification

Mitziu Echeverria, Zeeshan Ahmed, Bincheng Wang, M. Fareed Arif, Syed Rafiul Hussain, Omar Chowdhury

Research output: Chapter in Book/Report/Conference proceedingConference contribution

10 Scopus citations

Abstract

End-user-devices in the current cellular ecosystem are prone to many different vulnerabilities across different generations and protocol layers. Fixing these vulnerabilities retrospectively can be expensive, challenging, or just infeasible. A pragmatic approach for dealing with such a diverse set of vulnerabilities would be to identify attack attempts at runtime on the device side, and thwart them with mitigating and corrective actions. Towards this goal, in the paper we propose a general and extendable approach called PHOENIX for identifying n-day cellular network control-plane vulnerabilities as well as dangerous practices of network operators from the device vantage point. PHOENIX monitors the device-side cellular network traffic for performing signature-based unexpected behavior detection through lightweight runtime verification techniques. Signatures in PHOENIX can be manually-crafted by a cellular network security expert or can be automatically synthesized using an optional component of PHOENIX, which reduces the signature synthesis problem to the language learning from the informant problem. Based on the corrective actions that are available to PHOENIX when an undesired behavior is detected, different instantiations of PHOENIX are possible: a full-fledged defense when deployed inside a baseband processor; a user warning system when deployed as a mobile application; a probe for identifying attacks in the wild. One such instantiation of PHOENIX was able to identify all 15 representative n-day vulnerabilities and unsafe practices of 4G LTE networks considered in our evaluation with a high packet processing speed (∼68000 packets/second) while inducing only a moderate amount of energy overhead (∼4mW).

Original languageEnglish (US)
Title of host publication28th Annual Network and Distributed System Security Symposium, NDSS 2021
PublisherThe Internet Society
ISBN (Electronic)1891562665, 9781891562662
DOIs
StatePublished - 2021
Event28th Annual Network and Distributed System Security Symposium, NDSS 2021 - Virtual, Online
Duration: Feb 21 2021Feb 25 2021

Publication series

Name28th Annual Network and Distributed System Security Symposium, NDSS 2021

Conference

Conference28th Annual Network and Distributed System Security Symposium, NDSS 2021
CityVirtual, Online
Period2/21/212/25/21

All Science Journal Classification (ASJC) codes

  • Computer Networks and Communications
  • Control and Systems Engineering
  • Safety, Risk, Reliability and Quality

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