WAFBOOSTER combines a shadow model, an RNN payload generator, and automatic signature extraction to harden web application firewalls, but its headline rejection-rate improvement is measured on the same payloads used to build the signatures.
A survey on web application security,
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WAFBOOSTER: Automatic Boosting of WAF Security Against Mutated Malicious Payloads
WAFBOOSTER combines a shadow model, an RNN payload generator, and automatic signature extraction to harden web application firewalls, but its headline rejection-rate improvement is measured on the same payloads used to build the signatures.