Evolving TCP/IP packets: A case study of port scans

Created by W.Langdon from gp-bibliography.bib Revision:1.3872

@InProceedings{LaRoche:2009:CISDA,
  author =       "Patrick LaRoche and Nur Zincir-Heywood and 
                 Malcolm I. Heywood",
  title =        "Evolving TCP/IP packets: A case study of port scans",
  booktitle =    "IEEE Symposium on Computational Intelligence for
                 Security and Defense Applications, CISDA 2009",
  year =         "2009",
  month =        jul,
  pages =        "1--8",
  keywords =     "genetic algorithms, genetic programming, IDS, TCP/IP
                 packets, fuzzing system, port scans, vulnerability
                 analysis, cryptographic protocols, fuzzy systems,
                 security of data, transport protocols",
  DOI =          "doi:10.1109/CISDA.2009.5356541",
  abstract =     "In this work, we investigate the ability of genetic
                 programming techniques to evolve valid network packets,
                 including all relevant header values, towards a
                 specific goal. We see this as a first step in building
                 a fuzzing system that can learn to adapt for
                 vulnerability analysis. By developing a system that
                 learns the packets that are required to be transmitted
                 towards targets, using feedback from an external
                 network source, we make a step towards having a system
                 that can intelligently explore the capabilities of a
                 given security system. In order to validate our
                 system's capabilities we evolve a variety of port scan
                 patterns while running the packets through an IDS, with
                 the goal to minimizes the alarms raised during the
                 scanning process. Results show that the system not only
                 successfully evolves valid TCP packets, but also
                 remains stealthy in its activity.",
  notes =        "Also known as \cite{5356541}",
}

Genetic Programming entries for Patrick LaRoche Nur Zincir-Heywood Malcolm Heywood

Citations