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Introduction
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Agenda
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Related Works
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Key Issues
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Our Research
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Our Workflow
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Our Scheme
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Device Environment
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Semantic Environment
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Core Algorithm
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Experimental Results
Description:
Explore the challenges and solutions in using AI to bypass web application firewalls (WAFs) in this Black Hat conference talk. Delve into the three-step workflow of building payload datasets, applying mutation operations, and utilizing heuristic algorithms or reinforcement learning to evade WAFs. Examine two key practical issues: the diversity of payloads and their varying difficulty in bypassing security measures. Learn about innovative approaches to address these challenges, including device and semantic environments, and a core algorithm for more effective WAF evasion. Gain insights into experimental results and the broader implications for cybersecurity research and practice in this 26-minute presentation.

Bridging the Gap Between Research and Practice in Intelligently Bypassing WAF

Black Hat
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