Understanding Multimodal Contrastive Learning and Incorporating Unpaired Data.
Ryumei NakadaHalil Ibrahim GullukZhun DengWenlong JiJames ZouLinjun ZhangPublished in: AISTATS (2023)
Keyphrases
- data sets
- learning algorithm
- supervised learning
- prior knowledge
- learning process
- data analysis
- data quality
- high quality
- data sources
- knowledge discovery
- data collection
- data structure
- original data
- raw data
- human experts
- data distribution
- experimental data
- learning systems
- data processing
- database
- small number
- probabilistic model
- feature selection
- reinforcement learning
- knowledge acquisition
- high dimensional data
- background knowledge
- spatial data
- data points
- learning tasks
- active learning
- databases
- learning models
- hidden variables