Deep Active Learning by Leveraging Training Dynamics.
Haonan WangWei HuangZiwei WuHanghang TongAndrew MargenotJingrui HePublished in: NeurIPS (2022)
Keyphrases
- active learning
- training examples
- training set
- annotation effort
- supervised learning
- recurrent networks
- dynamical systems
- selective sampling
- batch mode
- learning strategies
- real time
- dynamic model
- semi supervised
- training phase
- training process
- experimental design
- random sampling
- training samples
- unlabeled data
- online learning
- multi agent
- information retrieval
- data mining
- test set
- learning process
- bayesian networks
- genetic algorithm
- machine learning
- labeling effort
- query by committee
- neural network