- Software almost always has bugs. Many of these bugs cause serious problems such as software crash and leaking sensitive user information.
- Software environments typically depend on implicit sharing of binaries where binaries are created, loaded/executed and updated dynamically which we call the binary lifecycle.
- Web Applications today are prone to a plethora of vulnerabilities, which can be hard to detect and path.
- Single Sign-On (SSO) services developed by major commercial service providers like Facebook, Google and Twitter, have been widely used by web-based service providers as an alternative authentication scheme.
- Machine learning systems are becoming increasingly ubiquitous. Unfortunately, they are not robust against adversarial data manipulation. We demonstrate that, given only final classification decisions output by a target victim classifier, an adversary with little domain-specific knowledge of the classification task can produce evading samples that are misclassified by the victim classifier according to the adversary’s will.
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