2020 · 44 citations · 37 references
ComputingComputer ScienceCybersecurityComputer SecurityMachine LearningWeb SecurityAdversary ProceduresSql InjectionThreat DetectionWeb Application FirewallsWeb Application SecurityWeb Application VulnerabilitiesAttack Payload ConstructionAttack Signature GenerationMachine-learning AttacksMalicious SecurityMalicious Traffic DetectionSignature-based DetectionWaf Evasion Techniques
Web Application Firewalls are widely used in production environments to mitigate security threats like SQL injections. Many industrial products rely on signature-based techniques, but machine learning approaches are becoming more and more popular. The main goal of an adversary is to craft semantically malicious payloads to bypass the syntactic analysis performed by a WAF.
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