Out-of-distribution Generalization with Causal Invariant Transformations.
Ruoyu WangMingyang YiZhitang ChenShengyu ZhuPublished in: CVPR (2022)
Keyphrases
- quasi invariant
- preserving transformations
- geometric transformations
- similarity transformations
- affine transformation
- affine invariant
- causal networks
- uniformly distributed
- spatial distribution
- database
- bayesian networks
- genetic algorithm
- shape analysis
- information systems
- image transformations
- feature extraction
- learning machines
- social networks
- invariant representations
- decision trees
- power law
- random variables
- normal distribution
- causal relationships
- multiscale
- causal models
- probability distribution
- model selection
- data distribution