Does Invariant Risk Minimization Capture Invariance?
Pritish KamathAkilesh TangellaDanica J. SutherlandNathan SrebroPublished in: AISTATS (2021)
Keyphrases
- risk minimization
- loss function
- invariant properties
- invariant features
- empirical risk
- invariance properties
- uniform convergence
- rotation invariance
- image transformations
- multi category
- generalization error
- discriminative power
- invariant representations
- affine invariance
- affine transformation
- hinge loss
- non stationary
- scale invariance
- optimal solution
- affine invariant
- model selection