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Web applications are vulnerable to semantic attacks such as denial of service due to infinite loops caused by malicious inputs and unauthorized database operations due to missing security checks. Unlike "conventional" threats such as SQL injection and cross-site scripting, these attacks exploit bugs in the logic of the vulnerable application and cannot be discovered using data-flow analysis alone.
Son et al. (Sun,) studied this question.