Improving Robustness and Efficiency in Active Learning with Contrastive Loss.
Ranganath KrishnanNilesh AhujaAlok SinhaMahesh SubedarOmesh TickooRavi IyerPublished in: CoRR (2021)
Keyphrases
- active learning
- learning strategies
- computational efficiency
- real time
- computational complexity
- expected loss
- random sampling
- support vector machine
- batch mode active learning
- high robustness
- selective sampling
- online learning
- supervised learning
- support vector
- video sequences
- training data
- social networks
- artificial intelligence
- learning algorithm
- real world