Active Code Learning: Benchmarking Sample-Efficient Training of Code Models.
Qiang HuYuejun GuoXiaofei XieMaxime CordyLei MaMike PapadakisYves Le TraonPublished in: IEEE Trans. Software Eng. (2024)
Keyphrases
- structured prediction
- prior knowledge
- online learning
- learning algorithm
- learned models
- source code
- learning process
- motor skills
- learning systems
- supervised learning
- learning rules
- training process
- feedforward neural networks
- learning models
- learning scenarios
- learning problems
- deep architectures
- sample size
- collaborative learning
- machine learning
- statistical models
- machine learning algorithms
- computational models
- unsupervised learning
- generative model
- serious games
- programming language
- active learning
- training set
- reinforcement learning
- learning speed
- neural network