CovRL: Fuzzing JavaScript Engines with Coverage-Guided Reinforcement Learning for LLM-based Mutation.
Jueon EomSeyeon JeongTaekyoung KwonPublished in: CoRR (2024)
Keyphrases
- reinforcement learning
- genetic algorithm
- evolutionary algorithm
- open source
- function approximation
- web applications
- model free
- website
- state space
- population size
- differential evolution
- markov decision processes
- web browser
- learning algorithm
- temporal difference
- robotic control
- fitness function
- machine learning
- dynamic programming
- optimal policy
- policy search
- web development
- artificial neural networks
- mutation operator
- reinforcement learning algorithms
- learning php
- transfer learning
- genetic algorithm ga
- software engineering
- multi agent