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2019-03-04
Benyo, Brett, Clark, Shane, Paulos, Aaron, Pal, Partha.  2018.  HYDRA: Hypothesis Driven Repair Automation. Proceedings of the 13th International Conference on Availability, Reliability and Security. :8:1–8:10.
HYDRA is an automated mechanism to repair code in response to successful attacks. Given a set of malicious inputs that include the attack and a set of benign inputs that do not, along with an ability to test the victim application with these labelled inputs, HYDRA quickly provides rank ordered patches to close the exploited vulnerability. HYDRA also produces human-readable summaries of its findings and repair actions to aid the manual vulnerability mitigation process. We tested HYDRA using 8 zero-days, HYDRA produced patches that stopped the attacks in all 8 cases and preserved application functionality in 7 of the 8 cases.
2017-02-14
J. Choi, C. Choi, H. M. Lynn, P. Kim.  2015.  "Ontology Based APT Attack Behavior Analysis in Cloud Computing". 2015 10th International Conference on Broadband and Wireless Computing, Communication and Applications (BWCCA). :375-379.

Recently personal information due to the APT attack, the economic damage and leakage of confidential information is a serious social problem, a great deal of research has been done to solve this problem. APT attacks are threatening traditional hacking techniques as well as to increase the success rate of attacks using sophisticated attack techniques such attacks Zero-Day vulnerability in order to avoid detection techniques and state-of-the-art security because it uses a combination of intelligence. In this paper, the malicious code is designed to detect APT attack based on APT attack behavior ontology that occur during the operation on the target system, it uses intelligent APT attack than to define inference rules can be inferred about malicious attack behavior to propose a method that can be detected.