A Self-attention Agent of Reinforcement Learning in Continuous Integration Testing.
Bangfu LiuZheng LiRuilian ZhaoYing ShangPublished in: COMPSAC (2023)
Keyphrases
- integration testing
- reinforcement learning
- action space
- multi agent
- black box
- action selection
- learning agent
- multi agent systems
- object oriented programs
- multiagent systems
- autonomous learning
- intelligent agents
- multi agent environments
- state space
- partially observable
- decision making
- single agent
- learning capabilities
- reward function
- machine learning
- software testing
- autonomous agents
- agent receives
- mobile agents
- function approximation
- markov decision process
- learning agents
- test cases
- component based software
- state action
- state abstraction
- dynamic environments
- robocup soccer
- markov decision processes
- model free
- reinforcement learning algorithms
- exploration strategy
- real world
- fitted q iteration
- temporal difference
- learning process