Improving Classifier Robustness through Active Generation of Pairwise Counterfactuals.
Ananth BalashankarXuezhi WangYao QinBen PackerNithum ThainJilin ChenEd H. ChiAlex BeutelPublished in: CoRR (2023)
Keyphrases
- pairwise
- multiple classifiers
- training data
- learning algorithm
- feature selection
- classification algorithm
- higher order
- svm classifier
- classification scheme
- classification rate
- classification process
- markov random field
- feature set
- generation process
- multi class
- classifier combination
- decision trees
- classifier systems
- genetic algorithm
- loss function
- training examples
- training samples
- support vector machine
- neural network
- class labels
- image classification
- decision boundary
- binary classifiers
- semi supervised
- probability estimation
- feature space
- pairwise interactions