FlashDetect: ActionScript 3 malware detection Timon Van Overveldt1, Christopher Kruegel23, and Giovanni Vigna23 1 Katholieke Universiteit Leuven, Belgium,
[email protected] 2 University of California, Santa Barbara, USA, {chris,vigna}@cs.ucsb.edu 3 Lastline, Inc. Abstract. Adobe Flash is present on nearly every PC, and it is in- creasingly being targeted by malware authors. Despite this, research into methods for detecting malicious Flash files has been limited. Similarly, there is very little documentation available about the techniques com- monly used by Flash malware. Instead, most research has focused on JavaScript malware. This paper discusses common techniques such as heap spraying, JIT spraying, and type confusion exploitation in the context of Flash mal- ware. Where applicable, these techniques are compared to those used in malicious JavaScript. Subsequently, FlashDetect is presented, an off- line Flash file analyzer that uses both dynamic and static analysis, and that can detect malicious Flash files using ActionScript 3. FlashDetect classifies submitted files using a naive Bayesian classifier based on a set of predefined features. Our experiments show that FlashDetect has high classification accuracy, and that its efficacy is comparable with that of commercial anti-virus products. Keywords: Flash exploit analysis, malicious ActionScript 3 detection, Flash type confusion 1 Introduction Adobe Flash is a technology that provides advanced video playback and anima- tion capabilities to developers through an advanced scripting language. The files played by Flash, called SWFs, are often embedded into webpages to be played by a browser plugin, or are embedded into a PDF file to be played by a copy of the Flash Player included in Adobe’s Acrobat Reader.