The Missing Invariance Principle Found - the Reciprocal Twin of Invariant Risk Minimization.
Dongsung HuhAvinash BaidyaPublished in: CoRR (2022)
Keyphrases
- risk minimization
- invariant features
- invariance properties
- loss function
- invariant properties
- empirical risk
- image transformations
- rotation invariance
- invariant representations
- generalization error
- uniform convergence
- line search
- missing data
- affine invariant
- rotation invariant
- hinge loss
- multi category
- affine invariance
- discriminative power
- pairwise
- image matching
- moment invariants
- historical data
- affine transformation
- machine learning
- missing values
- cross validation
- sufficient conditions