Simulating SQL injection vulnerability exploitation using Q-learning reinforcement learning agents.
László ErdödiÅvald Åslaugson SommervollFabio Massimo ZennaroPublished in: J. Inf. Secur. Appl. (2021)
Keyphrases
- reinforcement learning agents
- reinforcement learning
- security vulnerabilities
- sql injection
- multi agent
- state abstraction
- function approximation
- unauthorized access
- injection attacks
- state space
- learning algorithm
- dynamic environments
- reinforcement learning algorithms
- multi agent environments
- cooperative
- transfer learning
- intrusion detection
- reinforcement learning methods
- model free
- web applications
- access control
- security properties
- action selection
- optimal policy
- machine learning
- dynamic programming
- function approximators
- single agent
- countermeasures
- markov decision processes
- learning agent
- security issues
- recommender systems