Does Invariant Risk Minimization Capture Invariance?
Pritish KamathAkilesh TangellaDanica J. SutherlandNathan SrebroPublished in: CoRR (2021)
Keyphrases
- risk minimization
- loss function
- invariant features
- empirical risk
- invariance properties
- invariant properties
- invariant representations
- image transformations
- line search
- rotation invariance
- hinge loss
- affine invariance
- affine transformation
- uniform convergence
- machine learning
- scale invariance
- discriminative power
- zernike moments
- affine invariant