Towards Understanding the Mechanism of Contrastive Learning via Similarity Structure: A Theoretical Analysis.
Hiroki WaidaYuichiro WadaLéo AndéolTakumi NakagawaYuhui ZhangTakafumi KanamoriPublished in: CoRR (2023)
Keyphrases
- theoretical analysis
- solving problems
- learning algorithm
- learning problems
- learning process
- knowledge acquisition
- learning mechanism
- incremental learning
- learning tasks
- numerical simulations
- learning systems
- mobile robot
- active learning
- data sets
- computational model
- structural information
- edit distance
- feature selection
- structural similarity
- conceptual understanding
- cognitive development