The big wave of Internet Things (IoT) malware reflects the fragility current IoT ecosystem. Research has found that can spread quickly on devices different processer architectures, which leads our attention to cross-architecture binary similarity comparison technology. goal is determine whether semantics two snippets similar. Existing learning-based approaches usually learn representations code...

In this paper, the constructive nature of comparison processes (both similarity- and difference-oriented judgments) is examined through their effects on visual perception. Previous research has shown that comparison processes enhance the tendency to interpret ambiguous objects in the light of the unambiguous objects with which they are compared (Medin, Goldstone, & Gentner, 1993). In the presen...

Similarity is one of the most important relations humans perceive, arguably subserving category learning and categorization, generalization discrimination, judgment decision making, other cognitive functions. Researchers have proposed a wide range representations metrics that could be at play in similarity judgment, yet not comprehensively compared power these for predicting within across diffe...

Binary code similarity comparison is a methodology for identifying similar or identical fragments in binary programs. It indispensable fields of software engineering and security, which has many important applications (e.g., plagiarism detection, bug detection). With the widespread smart IoT (Internet Things) devices, an increasing number programs are ported to multiple architectures (e.g. ARM,...