CleanCLIP: Mitigating Data Poisoning Attacks in Multimodal Contrastive Learning.
Hritik BansalNishad SinghiYu YangFan YinAditya GroverKai-Wei ChangPublished in: CoRR (2023)
Keyphrases
- prior knowledge
- data sets
- data analysis
- raw data
- data processing
- learning algorithm
- data sources
- image data
- statistical analysis
- data collection
- data points
- learning process
- high quality
- database
- data quality
- original data
- experimental data
- spatial data
- learning models
- training data
- missing data
- multi modal
- knowledge acquisition
- data mining techniques
- supervised learning
- knowledge discovery
- risk management