Feature learning and random features in standard finite-width convolutional neural networks: An empirical study.
Maxim SamarinVolker RothDavid BeliusPublished in: UAI (2022)
Keyphrases
- convolutional neural networks
- prior knowledge
- feature vectors
- feature set
- selecting features
- feature interactions
- reinforcement learning
- image features
- learning algorithm
- learning tasks
- additional features
- input features
- learning problems
- low level
- learning process
- individual features
- supervised learning
- feature values
- global features
- feature analysis
- irrelevant features
- feature space
- feature extraction
- predictive features
- feature selection