$\alpha$-ReQ : Assessing Representation Quality in Self-Supervised Learning by measuring eigenspectrum decay.
Kumar Krishna AgrawalArnab Kumar MondalArna GhoshBlake A. RichardsPublished in: NeurIPS (2022)
Keyphrases
- learning algorithm
- learning process
- learning systems
- prior knowledge
- active learning
- case study
- background knowledge
- dynamic bayesian networks
- learning scheme
- feature representation
- incremental learning
- data sets
- generative model
- inductive learning
- learning analytics
- higher quality
- supervised learning
- knowledge base
- inductive inference
- high quality