The Missing Invariance Principle found - the Reciprocal Twin of Invariant Risk Minimization.
Dongsung HuhAvinash BaidyaPublished in: NeurIPS (2022)
Keyphrases
- risk minimization
- invariant features
- loss function
- invariance properties
- invariant properties
- empirical risk
- invariant representations
- image transformations
- uniform convergence
- rotation invariance
- generalization error
- hinge loss
- line search
- discriminative power
- affine invariant
- missing data
- affine invariance
- transaction costs
- affine transformation
- missing values
- long term
- image matching
- upper bound
- pairwise
- lower bound
- multi category
- decision trees
- data mining